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@ -1,421 +1,519 @@
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
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ig_resnext101_32x48d,58.810,41.190,81.076,18.924,828.41,224,0.875,bilinear,-26.618,-16.496,+22
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ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+28
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ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+53
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swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+78
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swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.846,-18.232,+48
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ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.102,+94
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swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+77
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vit_large_patch16_384,52.754,47.246,74.696,25.304,304.72,384,1.000,bicubic,-34.326,-23.604,-4
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vit_large_r50_s32_384,52.039,47.961,73.558,26.442,329.09,384,1.000,bicubic,-34.145,-24.360,+2
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vit_large_patch16_224,51.832,48.168,73.694,26.306,304.33,224,0.900,bicubic,-34.010,-24.130,+6
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tf_efficientnet_l2_ns_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-9
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swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+104
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swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.744,-25.670,-10
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swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-23.638,+134
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swin_large_patch4_window7_224,48.991,51.009,71.391,28.609,196.53,224,0.900,bicubic,-37.329,-26.505,-6
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swin_base_patch4_window12_384,48.553,51.447,71.813,28.187,87.90,384,1.000,bicubic,-37.879,-26.245,-8
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vit_large_r50_s32_224,48.203,51.797,70.868,29.132,328.99,224,0.900,bicubic,-36.231,-26.296,+32
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tf_efficientnet_b7_ns,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-13
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tf_efficientnet_b6_ns,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-12
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tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-19
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tf_efficientnetv2_l_in21ft1k,46.939,53.061,70.310,29.690,118.52,480,1.000,bicubic,-39.365,-27.668,-11
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vit_base_patch16_384,45.894,54.106,68.557,31.443,86.86,384,1.000,bicubic,-40.112,-29.443,-7
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tf_efficientnet_b8_ap,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.383,+3
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tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-11
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tf_efficientnetv2_m_in21ft1k,45.582,54.418,69.150,30.849,54.14,480,1.000,bicubic,-40.006,-28.602,-6
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swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.692,-29.050,+1
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cait_m48_448,44.245,55.755,64.653,35.347,356.46,448,1.000,bicubic,-42.239,-33.102,-21
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vit_base_r50_s16_384,43.512,56.488,66.785,33.215,98.95,384,1.000,bicubic,-41.460,-30.503,+8
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tf_efficientnet_b4_ns,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,-1
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vit_base_patch16_224,43.220,56.780,65.708,34.292,86.57,224,0.900,bicubic,-41.312,-31.586,+14
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tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.533,-6
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cait_m36_384,42.398,57.602,63.324,36.676,271.22,384,1.000,bicubic,-43.656,-34.406,-18
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tf_efficientnet_b7,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,+4
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tf_efficientnet_b7_ap,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,-5
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tf_efficientnet_b5_ap,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,+20
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resnetv2_152x4_bitm,41.302,58.698,64.307,35.693,936.53,480,1.000,bilinear,-43.614,-33.135,+2
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tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,+3
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tf_efficientnetv2_s_in21ft1k,40.950,59.050,63.849,36.151,21.46,384,1.000,bicubic,-43.352,-33.403,+14
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tf_efficientnet_b4_ap,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+44
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vit_small_r26_s32_384,40.476,59.524,62.736,37.264,36.47,384,1.000,bicubic,-43.570,-34.592,+22
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vit_base_patch16_224_miil,40.168,59.832,60.887,39.113,86.54,224,0.875,bilinear,-44.100,-35.915,+13
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tf_efficientnetv2_l,39.830,60.170,60.801,39.199,118.52,480,1.000,bicubic,-45.660,-36.571,-21
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dm_nfnet_f3,39.818,60.182,60.610,39.390,254.92,416,0.940,bicubic,-45.704,-36.852,-23
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cait_s36_384,39.765,60.235,60.475,39.525,68.37,384,1.000,bicubic,-45.695,-37.005,-22
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efficientnetv2_rw_m,39.667,60.333,59.687,40.313,53.24,416,1.000,bicubic,-45.141,-37.461,-6
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ecaresnet269d,39.594,60.406,60.343,39.657,102.09,352,1.000,bicubic,-45.382,-36.883,-11
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tf_efficientnet_b3_ns,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,+14
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dm_nfnet_f6,39.578,60.422,60.911,39.089,438.36,576,0.956,bicubic,-46.566,-36.819,-36
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dm_nfnet_f5,39.508,60.492,60.227,39.773,377.21,544,0.954,bicubic,-46.306,-37.261,-32
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efficientnet_b4,39.079,60.921,59.608,40.392,19.34,384,1.000,bicubic,-44.349,-36.988,+28
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resnetv2_152x2_bit_teacher_384,38.979,61.021,62.440,37.560,236.34,384,1.000,bicubic,-44.865,-34.678,+16
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vit_base_patch32_384,38.794,61.206,60.329,39.671,88.30,384,1.000,bicubic,-44.556,-36.507,+29
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eca_nfnet_l2,38.664,61.336,59.445,40.555,56.72,384,1.000,bicubic,-46.033,-37.819,-11
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tf_efficientnet_b5,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,+15
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deit_base_distilled_patch16_384,38.260,61.740,57.783,42.217,87.63,384,1.000,bicubic,-47.162,-39.549,-31
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dm_nfnet_f4,38.224,61.776,58.626,41.374,316.07,512,0.951,bicubic,-47.490,-38.894,-38
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resnetv2_152x2_bitm,37.985,62.015,61.135,38.865,236.34,448,1.000,bilinear,-46.525,-36.297,-11
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cait_s24_384,37.873,62.127,58.079,41.921,47.06,384,1.000,bicubic,-47.173,-39.267,-26
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resnet152d,37.857,62.143,58.356,41.644,60.21,320,1.000,bicubic,-45.823,-38.382,+15
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tf_efficientnetv2_m,37.824,62.176,58.710,41.290,54.14,480,1.000,bicubic,-47.220,-38.568,-27
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resnetrs420,37.747,62.253,58.215,41.785,191.89,416,1.000,bicubic,-47.261,-38.909,-27
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resnetrs350,37.676,62.324,58.083,41.917,163.96,384,1.000,bicubic,-47.044,-38.905,-21
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pit_b_distilled_224,37.590,62.410,57.238,42.762,74.79,224,0.900,bicubic,-46.554,-39.618,-6
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resnet200d,37.505,62.495,58.297,41.703,64.69,320,1.000,bicubic,-46.457,-38.526,+1
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resnetv2_152x2_bit_teacher,37.324,62.676,59.390,40.610,236.34,224,0.875,bicubic,-45.538,-37.178,+29
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resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.518,-21
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resmlp_big_24_224_in22ft1k,37.244,62.756,58.184,41.816,129.14,224,0.875,bicubic,-47.150,-38.937,-17
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vit_small_r26_s32_224,37.234,62.766,59.060,40.940,36.43,224,0.900,bicubic,-44.624,-36.962,+55
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cait_s24_224,37.153,62.847,56.724,43.276,46.92,224,1.000,bicubic,-46.299,-39.840,+8
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vit_base_patch32_224,37.077,62.923,59.294,40.706,88.22,224,0.900,bicubic,-43.647,-36.274,+96
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tf_efficientnet_b3_ap,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+54
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efficientnetv2_rw_s,37.049,62.951,56.814,43.186,23.94,384,1.000,bicubic,-46.759,-39.910,-2
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seresnet152d,36.790,63.210,56.718,43.282,66.84,320,1.000,bicubic,-47.572,-40.322,-22
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resnetrs200,36.639,63.361,56.828,43.172,93.21,320,1.000,bicubic,-47.427,-40.046,-15
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efficientnet_b3,36.420,63.580,56.845,43.155,12.23,320,1.000,bicubic,-45.822,-39.269,+39
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cait_xs24_384,36.416,63.584,56.944,43.056,26.67,384,1.000,bicubic,-47.645,-39.945,-16
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deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.991,-39.871,+2
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resnetv2_101x3_bitm,36.381,63.619,59.070,40.930,387.93,448,1.000,bilinear,-48.059,-38.312,-31
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resnetrs270,36.320,63.680,56.562,43.438,129.86,352,1.000,bicubic,-48.114,-40.408,-31
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tresnet_m,36.285,63.715,55.796,44.204,31.39,224,0.875,bilinear,-46.795,-40.322,+9
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mixer_b16_224_miil,36.269,63.731,55.965,44.035,59.88,224,0.875,bilinear,-46.039,-39.751,+29
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tf_efficientnet_b2_ns,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+23
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dm_nfnet_f2,36.004,63.996,55.456,44.544,193.78,352,0.920,bicubic,-49.060,-41.784,-52
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ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+33
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resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-17
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swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+305
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eca_nfnet_l1,35.823,64.177,55.957,44.043,41.41,320,1.000,bicubic,-48.187,-41.071,-23
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vit_small_patch16_384,35.479,64.521,57.549,42.451,22.20,384,1.000,bicubic,-48.323,-39.553,-17
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resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,+4
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convit_base,35.314,64.686,54.927,45.073,86.54,224,0.875,bicubic,-46.976,-41.011,+21
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twins_svt_large,35.086,64.914,54.721,45.279,99.27,224,0.900,bicubic,-48.592,-41.873,-16
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repvgg_b3g4,35.043,64.957,54.772,45.228,83.83,224,0.875,bilinear,-45.169,-40.338,+98
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repvgg_b3,35.043,64.957,54.542,45.458,123.09,224,0.875,bilinear,-45.449,-40.718,+80
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dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.636,-42.992,-51
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resnet101d,34.872,65.128,54.202,45.798,44.57,320,1.000,bicubic,-48.150,-42.244,-4
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resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.803,-42.011,-20
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vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.363,+37
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dm_nfnet_f0,34.618,65.382,54.672,45.328,71.49,256,0.900,bicubic,-48.767,-41.900,-18
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ssl_resnext101_32x16d,34.605,65.395,55.931,44.069,194.03,224,0.875,bilinear,-47.239,-40.165,+25
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repvgg_b2g4,34.587,65.413,54.782,45.218,61.76,224,0.875,bilinear,-44.779,-39.906,+131
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resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+49
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resnetrs152,34.355,65.645,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-30
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tf_efficientnet_b1_ns,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+36
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twins_pcpvt_large,34.111,65.888,54.128,45.872,60.99,224,0.900,bicubic,-49.029,-42.470,-18
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tf_efficientnet_b4,34.064,65.936,54.198,45.802,19.34,380,0.922,bicubic,-48.958,-42.102,-13
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ssl_resnext101_32x8d,34.017,65.983,55.601,44.399,88.79,224,0.875,bilinear,-47.599,-40.437,+24
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nfnet_l0,34.002,65.999,54.365,45.635,35.07,288,1.000,bicubic,-48.748,-42.151,-10
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tf_efficientnet_b6,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-50
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efficientnet_b3_pruned,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+52
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regnety_160,33.976,66.024,53.546,46.454,83.59,288,1.000,bicubic,-49.710,-43.230,-37
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pit_s_distilled_224,33.939,66.061,53.265,46.735,24.04,224,0.900,bicubic,-48.057,-42.533,+10
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resnetv2_50x3_bitm,33.658,66.342,55.882,44.118,217.32,448,1.000,bilinear,-50.356,-41.242,-49
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resnet51q,33.563,66.437,53.021,46.979,35.70,288,1.000,bilinear,-48.797,-43.159,-7
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regnety_032,33.412,66.588,52.754,47.246,19.44,288,1.000,bicubic,-49.312,-43.670,-16
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gernet_l,33.357,66.643,51.901,48.099,31.08,256,0.875,bilinear,-47.997,-43.635,+26
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tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,+3
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resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+38
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twins_pcpvt_base,33.021,66.979,52.485,47.515,43.83,224,0.900,bicubic,-49.687,-43.861,-19
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rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,+10
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resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+36
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tf_efficientnetv2_s,32.915,67.085,51.726,48.274,21.46,384,1.000,bicubic,-50.979,-44.972,-55
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convit_small,32.913,67.087,52.123,47.877,27.78,224,0.875,bicubic,-48.513,-43.621,+15
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vit_small_patch16_224,32.885,67.115,53.923,46.077,22.05,224,0.900,bicubic,-48.517,-42.211,+15
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tf_efficientnet_b3,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.768,+4
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pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-29
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twins_svt_base,32.836,67.164,51.559,48.441,56.07,224,0.900,bicubic,-50.300,-44.859,-39
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nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-26
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gernet_m,32.740,67.260,51.913,48.087,21.14,224,0.875,bilinear,-47.992,-43.271,+37
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inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+48
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gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+45
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pit_b_224,32.718,67.282,49.852,50.148,73.76,224,0.900,bicubic,-49.728,-45.858,-27
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tf_efficientnet_b2_ap,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.979,+53
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tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.485,+2
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cait_xxs36_384,32.549,67.451,52.233,47.767,17.37,384,1.000,bicubic,-49.645,-43.915,-19
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wide_resnet50_2,32.439,67.561,51.459,48.541,68.88,224,0.875,bicubic,-49.017,-44.073,+1
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ens_adv_inception_resnet_v2,32.370,67.629,50.427,49.573,55.84,299,0.897,bicubic,-47.611,-44.511,+64
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deit_base_patch16_224,32.363,67.637,51.011,48.989,86.57,224,0.900,bicubic,-49.635,-44.723,-17
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swin_small_patch4_window7_224,32.341,67.659,50.905,49.095,49.61,224,0.900,bicubic,-50.871,-45.417,-53
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gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,+15
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deit_small_distilled_patch16_224,32.284,67.716,52.102,47.898,22.44,224,0.900,bicubic,-48.916,-43.276,+7
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gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+19
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coat_lite_small,32.127,67.873,49.934,50.066,19.84,224,0.900,bicubic,-50.181,-45.916,-33
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gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,+16
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deit_base_patch16_384,31.989,68.011,50.547,49.453,86.86,384,1.000,bicubic,-51.117,-45.825,-56
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seresnext50_32x4d,31.985,68.015,51.231,48.769,27.56,224,0.875,bicubic,-49.281,-44.389,0
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levit_384,31.877,68.123,50.598,49.402,39.13,224,0.900,bicubic,-50.709,-45.418,-44
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resnetrs101,31.858,68.142,51.017,48.983,63.62,288,0.940,bicubic,-50.430,-44.991,-35
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cspresnext50,31.822,68.178,51.602,48.398,20.57,224,0.875,bilinear,-48.218,-43.342,+50
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tnt_s_patch16_224,31.643,68.357,51.143,48.857,23.76,224,0.900,bicubic,-49.875,-44.605,-17
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eca_nfnet_l0,31.612,68.388,51.612,48.388,24.14,288,1.000,bicubic,-50.968,-44.878,-47
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resnetv2_50x1_bit_distilled,31.584,68.416,51.263,48.737,25.55,224,0.875,bicubic,-51.234,-45.259,-56
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resnet50,31.547,68.453,50.170,49.830,25.56,224,0.875,bicubic,-47.491,-44.220,+102
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ssl_resnext101_32x4d,31.423,68.577,52.121,47.879,44.18,224,0.875,bilinear,-49.501,-43.607,+5
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inception_v4,31.378,68.622,49.244,50.756,42.68,299,0.875,bicubic,-48.790,-45.724,+39
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rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+28
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pit_s_224,31.333,68.667,49.661,50.339,23.46,224,0.900,bicubic,-49.761,-45.671,-5
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cait_xxs36_224,31.278,68.722,50.616,49.384,17.30,224,1.000,bicubic,-48.472,-44.250,+58
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cspresnet50,31.270,68.730,51.223,48.777,21.62,256,0.887,bilinear,-48.304,-43.489,+65
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coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.065,-45.619,-15
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ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.007,+16
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gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+23
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tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+141
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resmlp_36_distilled_224,31.070,68.930,49.683,50.317,44.69,224,0.875,bicubic,-50.090,-45.805,-14
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ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,+6
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ecaresnet50t,31.058,68.942,50.577,49.423,25.57,320,0.950,bicubic,-51.288,-45.561,-58
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resnet50d,31.020,68.980,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.352,+5
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cspdarknet53,31.018,68.981,50.390,49.610,27.64,256,0.887,bilinear,-49.040,-44.694,+30
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gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+35
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gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,0
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twins_svt_small,30.985,69.015,49.223,50.777,24.06,224,0.900,bicubic,-50.697,-46.447,-43
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resmlp_24_distilled_224,30.901,69.099,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.040,-7
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tf_efficientnet_cc_b1_8e,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+63
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ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.921,-45.615,-11
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gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,+7
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tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.109,-45.968,-53
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tf_efficientnet_lite4,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-45
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nf_resnet50,30.702,69.298,49.958,50.042,25.56,288,0.940,bicubic,-49.958,-45.378,-10
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dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-46.100,+16
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ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+54
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gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+39
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tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.105,-91
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ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,0
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gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,-5
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dpn68b,30.517,69.483,49.158,50.842,12.61,224,0.875,bicubic,-48.699,-45.256,+61
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resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+88
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efficientnet_b2,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,-18
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tf_efficientnet_b1_ap,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+54
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twins_pcpvt_small,30.382,69.618,49.386,50.614,24.11,224,0.900,bicubic,-50.706,-46.256,-36
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visformer_small,30.329,69.671,48.285,51.715,40.22,224,0.900,bicubic,-51.777,-47.587,-71
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pit_xs_distilled_224,30.278,69.722,49.836,50.164,11.00,224,0.900,bicubic,-49.028,-44.528,+47
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seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,-4
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dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.354,+29
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tf_efficientnet_b2,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.328,+3
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dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+17
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efficientnet_el,30.018,69.982,48.834,51.166,10.59,300,0.904,bicubic,-51.298,-46.692,-53
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legacy_senet154,30.001,69.999,48.034,51.966,115.09,224,0.875,bilinear,-51.309,-47.462,-53
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dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.674,+2
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resnetv2_101x1_bitm,29.898,70.102,51.121,48.879,44.54,448,1.000,bilinear,-52.434,-45.397,-90
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gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-53
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xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+53
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adv_inception_v3,29.816,70.184,47.847,52.153,23.83,299,0.875,bicubic,-47.766,-45.889,+112
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gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+16
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resmlp_36_224,29.692,70.308,48.969,51.031,44.69,224,0.875,bicubic,-50.078,-45.917,+10
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resnetblur50,29.625,70.375,48.248,51.752,25.56,224,0.875,bicubic,-49.661,-46.390,+36
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efficientnet_em,29.486,70.514,48.946,51.054,6.90,240,0.882,bicubic,-49.766,-45.848,+37
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resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+28
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coat_lite_mini,29.433,70.567,47.724,52.276,11.01,224,0.900,bicubic,-49.655,-46.880,+42
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ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+35
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deit_small_patch16_224,29.421,70.579,48.256,51.744,22.05,224,0.900,bicubic,-50.435,-46.796,-2
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nf_regnet_b1,29.390,70.611,49.425,50.575,10.22,288,0.900,bicubic,-49.903,-45.323,+29
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cait_xxs24_384,29.387,70.612,48.753,51.247,12.03,384,1.000,bicubic,-51.578,-46.893,-54
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swin_tiny_patch4_window7_224,29.334,70.666,47.602,52.398,28.29,224,0.900,bicubic,-52.044,-47.938,-72
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resnext50_32x4d,29.331,70.669,47.397,52.603,25.03,224,0.875,bicubic,-50.438,-47.201,+1
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resnet34d,29.328,70.671,48.409,51.591,21.82,224,0.875,bicubic,-47.788,-44.973,+113
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cait_xxs24_224,29.303,70.697,48.535,51.465,11.96,224,1.000,bicubic,-49.083,-45.775,+65
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ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,+1
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tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-104
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gluon_inception_v3,29.122,70.878,46.957,53.043,23.83,299,0.875,bicubic,-49.684,-47.413,+42
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xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-13
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hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+7
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tf_efficientnet_b0_ns,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+46
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xception65,28.896,71.104,47.167,52.833,39.92,299,0.903,bicubic,-50.656,-47.487,+2
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tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.940,-46.695,+36
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gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+12
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vit_small_patch32_384,28.871,71.129,48.887,51.113,22.92,384,1.000,bicubic,-51.609,-46.711,-52
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skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.145,-31
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levit_256,28.745,71.255,46.723,53.277,18.89,224,0.900,bicubic,-52.765,-48.767,-94
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tf_efficientnet_lite3,28.660,71.340,47.354,52.646,8.20,300,0.904,bilinear,-51.160,-47.560,-16
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gluon_seresnext50_32x4d,28.651,71.349,46.436,53.564,27.56,224,0.875,bicubic,-51.267,-48.386,-28
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skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+105
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hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+25
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tf_efficientnetv2_b0,28.566,71.434,47.079,52.921,7.14,224,0.875,bicubic,-49.790,-46.945,+51
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tv_resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+51
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repvgg_b2,28.427,71.573,47.038,52.962,89.02,224,0.875,bilinear,-50.365,-47.376,+28
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hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,+3
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gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,-4
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efficientnet_b2_pruned,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-35
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tf_efficientnet_b0_ap,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+91
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tf_efficientnet_cc_b0_4e,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+83
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dla102x2,28.313,71.687,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.879,-11
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dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+24
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mixnet_xl,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-68
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gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+8
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wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+14
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gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.617,-20
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regnetx_320,28.093,71.907,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.900,-57
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densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+74
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regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.753,-49.800,-85
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gernet_s,28.022,71.978,46.723,53.277,8.17,224,0.875,bilinear,-48.894,-46.409,+85
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levit_192,28.016,71.984,45.880,54.120,10.95,224,0.900,bicubic,-51.826,-48.906,-41
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efficientnet_el_pruned,28.016,71.984,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.238,-64
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xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+17
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regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-45
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tf_inception_v3,27.780,72.220,45.721,54.279,23.83,299,0.875,bicubic,-50.082,-47.919,+51
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res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.253,-8
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tf_efficientnetv2_b1,27.760,72.240,46.578,53.422,8.14,240,0.882,bicubic,-51.702,-48.144,-28
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repvgg_b1,27.656,72.344,46.531,53.469,57.42,224,0.875,bilinear,-50.710,-47.567,+25
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hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,-1
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inception_v3,27.556,72.444,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.211,+59
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resmlp_24_224,27.521,72.479,45.696,54.304,30.02,224,0.875,bicubic,-51.853,-48.851,-30
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pit_xs_224,27.491,72.509,45.900,54.100,10.62,224,0.900,bicubic,-50.691,-48.268,+28
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regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-14
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hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+25
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hrnet_w32,27.369,72.631,45.994,54.006,41.23,224,0.875,bilinear,-51.081,-48.192,+11
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gluon_resnet50_v1s,27.326,72.674,45.222,54.778,25.68,224,0.875,bicubic,-51.386,-49.016,-1
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densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+57
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densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+77
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regnety_064,27.220,72.780,44.847,55.153,30.58,224,0.875,bicubic,-52.502,-49.921,-52
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efficientnet_b1_pruned,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+18
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tf_efficientnetv2_b2,27.163,72.837,44.570,55.430,10.10,260,0.890,bicubic,-53.045,-50.472,-78
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resnetrs50,27.110,72.890,45.029,54.971,35.69,224,0.910,bicubic,-52.782,-49.939,-67
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rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-46
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res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.119,-49.940,-27
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dla102x,27.061,72.939,45.475,54.525,26.31,224,0.875,bilinear,-51.449,-48.753,-4
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gmixer_24_224,27.027,72.972,44.361,55.639,24.72,224,0.875,bicubic,-51.008,-49.303,+20
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tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+44
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resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-57
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regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-56
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rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.501,+27
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densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+76
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legacy_seresnext101_32x4d,26.811,73.189,43.497,56.503,48.96,224,0.875,bilinear,-53.417,-51.521,-91
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regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-103
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regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-31
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regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+6
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legacy_seresnet152,26.676,73.324,43.947,56.053,66.82,224,0.875,bilinear,-51.984,-50.423,-19
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densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+74
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efficientnet_es,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,+7
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res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-20
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repvgg_b1g4,26.579,73.421,45.084,54.916,39.97,224,0.875,bilinear,-51.015,-48.742,+23
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dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.995,-5
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regnety_080,26.524,73.476,44.359,55.641,39.18,224,0.875,bicubic,-53.352,-50.471,-86
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coat_lite_tiny,26.507,73.493,44.644,55.356,5.72,224,0.900,bicubic,-51.005,-49.272,+24
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tf_efficientnet_b0,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+43
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res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,-3
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mobilenetv3_large_100_miil,26.481,73.519,44.473,55.527,5.48,224,0.875,bilinear,-51.435,-48.437,+7
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gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+18
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tf_efficientnet_el,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.893,-50.953,-109
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levit_128,26.332,73.668,44.096,55.904,9.21,224,0.900,bicubic,-52.154,-49.914,-27
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resmlp_big_24_224,26.318,73.682,43.556,56.444,129.14,224,0.875,bicubic,-54.710,-51.466,-146
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resmlp_12_distilled_224,26.314,73.686,44.874,55.126,15.35,224,0.875,bicubic,-51.630,-48.684,+1
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regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-29
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vit_small_patch32_224,26.151,73.849,45.104,54.896,22.88,224,0.900,bicubic,-49.839,-48.168,+51
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dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+46
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efficientnet_b1,26.061,73.939,44.080,55.920,7.79,256,1.000,bicubic,-52.733,-50.262,-43
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hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+33
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hardcorenas_f,25.951,74.049,44.220,55.780,8.20,224,0.875,bilinear,-52.153,-49.582,-13
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regnety_040,25.923,74.077,43.848,56.152,20.65,224,0.875,bicubic,-53.297,-50.808,-63
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resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+63
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res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-9
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tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-184
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coat_tiny,25.843,74.157,43.276,56.724,5.50,224,0.900,bicubic,-52.591,-50.761,-34
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hardcorenas_c,25.815,74.185,44.772,55.228,5.52,224,0.875,bilinear,-51.239,-48.386,+18
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gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-16
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selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.764,-15
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hardcorenas_e,25.662,74.338,43.412,56.588,8.07,224,0.875,bilinear,-52.132,-50.282,-8
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dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-42
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dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-41
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ecaresnet26t,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.316,-51.424,-109
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resmlp_12_224,25.518,74.482,44.324,55.676,15.35,224,0.875,bicubic,-51.136,-48.856,+21
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mixnet_l,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-65
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tf_efficientnet_lite1,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+20
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tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-12
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repvgg_a2,25.436,74.564,43.939,56.061,28.21,224,0.875,bilinear,-51.024,-49.065,+25
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tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-61
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hardcorenas_b,25.402,74.598,44.190,55.810,5.18,224,0.875,bilinear,-51.136,-48.564,+20
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res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-40
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legacy_seresnet101,25.334,74.666,42.825,57.175,49.33,224,0.875,bilinear,-53.048,-51.439,-46
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selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.615,-49
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resnetv2_50x1_bitm,25.324,74.676,45.359,54.641,25.55,448,1.000,bilinear,-55.018,-50.325,-149
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dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-34
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hardcorenas_d,25.300,74.700,43.121,56.879,7.50,224,0.875,bilinear,-52.132,-50.363,-12
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resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.222,-48.404,+30
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legacy_seresnext50_32x4d,25.210,74.790,41.936,58.064,27.56,224,0.875,bilinear,-53.868,-52.500,-83
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mixer_b16_224,25.121,74.879,41.227,58.773,59.88,224,0.875,bicubic,-51.481,-51.001,+8
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res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-20
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efficientnet_b0,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-28
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gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+43
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mobilenetv2_120d,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-14
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dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-8
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regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-36
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tf_efficientnet_lite2,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-24
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skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+51
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regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-11
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pit_ti_distilled_224,24.406,75.594,42.730,57.270,5.10,224,0.900,bicubic,-50.124,-49.366,+37
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tf_efficientnet_lite0,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+30
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hardcorenas_a,24.369,75.631,43.284,56.716,5.26,224,0.875,bilinear,-51.547,-49.230,+9
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tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+4
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levit_128s,24.058,75.942,41.007,58.993,7.78,224,0.900,bicubic,-52.472,-51.859,-2
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legacy_seresnet34,24.027,75.973,41.909,58.091,21.96,224,0.875,bilinear,-50.781,-50.215,+27
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resnet18d,23.929,76.071,42.300,57.700,11.71,224,0.875,bicubic,-48.331,-48.396,+50
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efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+12
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tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+25
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efficientnet_es_pruned,23.828,76.172,41.995,58.005,5.44,224,0.875,bicubic,-51.172,-50.453,+21
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mobilenetv2_140,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.519,-7
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mixnet_m,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.284,-30
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dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+23
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legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.978,-53.657,-48
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ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-21
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tf_mixnet_m,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-26
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tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+30
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tf_efficientnet_em,23.359,76.641,40.404,59.596,6.90,240,0.882,bicubic,-54.771,-53.640,-69
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selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-36
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repvgg_b0,23.316,76.684,41.182,58.818,15.82,224,0.875,bilinear,-51.837,-51.236,+5
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mobilenetv2_110d,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+9
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deit_tiny_distilled_patch16_224,22.718,77.282,40.771,59.229,5.91,224,0.900,bicubic,-51.792,-51.119,+17
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mobilenetv3_large_100,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-9
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mobilenetv3_rw,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-8
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tf_mobilenetv3_large_100,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-7
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tf_efficientnet_es,22.413,77.587,39.095,60.905,5.44,224,0.875,bicubic,-54.180,-54.107,-26
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hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,0
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convit_tiny,22.282,77.718,39.669,60.331,5.71,224,0.875,bicubic,-50.834,-52.045,+21
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regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-22
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seresnext26t_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-75
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regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-7
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vit_tiny_r_s16_p8_384,21.954,78.046,39.405,60.595,6.36,384,1.000,bicubic,-53.998,-53.855,-21
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regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-4
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resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-38
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semnasnet_100,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-13
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pit_ti_224,21.875,78.125,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.861,+16
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regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+7
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vit_tiny_patch16_384,21.708,78.292,39.329,60.671,5.79,384,1.000,bicubic,-56.722,-55.213,-103
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vgg19_bn,21.628,78.373,39.283,60.717,143.68,224,0.875,bilinear,-52.587,-52.559,+1
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ghostnet_100,21.620,78.380,38.692,61.308,5.18,224,0.875,bilinear,-52.358,-52.764,+3
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gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.893,+24
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fbnetc_100,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-16
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mnasnet_100,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-8
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resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-21
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ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+8
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mixnet_s,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-37
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seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-79
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legacy_seresnext26_32x4d,21.093,78.907,37.633,62.367,16.79,224,0.875,bicubic,-56.011,-55.683,-63
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regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+5
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spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-9
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legacy_seresnet18,20.837,79.162,37.619,62.381,11.78,224,0.875,bicubic,-50.905,-52.715,+11
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mobilenetv2_100,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,-1
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tf_mixnet_s,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.021,-38
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vit_tiny_patch16_224,20.458,79.542,37.597,62.403,5.72,224,0.900,bicubic,-54.996,-55.251,-33
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regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-13
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hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.974,-53.585,0
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tf_mobilenetv3_large_075,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-12
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resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.817,+11
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mixer_l16_224,20.171,79.829,32.956,67.044,208.20,224,0.875,bicubic,-51.887,-54.712,+1
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deit_tiny_patch16_224,20.162,79.838,37.546,62.454,5.72,224,0.900,bicubic,-52.007,-53.572,-1
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tf_mobilenetv3_large_minimal_100,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-3
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vgg16_bn,19.959,80.041,36.301,63.699,138.37,224,0.875,bilinear,-53.391,-55.205,-16
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vit_tiny_r_s16_p8_224,19.334,80.666,36.047,63.953,6.34,224,0.900,bicubic,-52.454,-54.781,-2
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vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.439,-57.818,-9
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vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.337,-2
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vgg16,17.540,82.460,32.773,67.227,138.36,224,0.875,bilinear,-54.054,-57.609,-2
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regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,0
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vgg11_bn,17.403,82.597,33.011,66.989,132.87,224,0.875,bilinear,-52.957,-56.791,-2
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regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,+2
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dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,+3
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tf_mobilenetv3_small_100,16.227,83.772,31.223,68.777,2.54,224,0.875,bilinear,-51.694,-56.441,+1
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vgg13,16.100,83.900,30.985,69.015,133.05,224,0.875,bilinear,-53.826,-58.261,-4
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vgg11,15.728,84.272,30.453,69.547,132.86,224,0.875,bilinear,-53.296,-58.175,-3
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tf_mobilenetv3_small_075,14.944,85.056,29.572,70.428,2.04,224,0.875,bilinear,-50.772,-56.558,+1
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dla46_c,14.657,85.343,29.380,70.620,1.30,224,0.875,bilinear,-50.209,-56.912,+1
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dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-2
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tf_mobilenetv3_small_minimal_100,13.964,86.036,27.988,72.012,2.04,224,0.875,bilinear,-48.942,-56.242,0
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ig_resnext101_32x48d,58.846,41.154,81.088,18.912,828.41,224,0.875,bilinear,-26.584,-16.494,+31
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ig_resnext101_32x32d,58.402,41.598,80.426,19.574,468.53,224,0.875,bilinear,-26.692,-17.012,+41
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ig_resnext101_32x16d,57.684,42.316,79.891,20.108,194.03,224,0.875,bilinear,-26.482,-17.305,+75
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swsl_resnext101_32x16d,57.455,42.545,80.381,19.619,194.03,224,0.875,bilinear,-25.899,-16.455,+106
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beit_large_patch16_384,56.904,43.096,79.188,20.812,305.00,384,1.000,bicubic,-31.478,-19.420,-3
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beit_large_patch16_512,56.757,43.243,78.874,21.126,305.67,512,1.000,bicubic,-31.827,-19.786,-5
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swsl_resnext101_32x8d,56.421,43.579,78.948,21.052,88.79,224,0.875,bilinear,-27.853,-18.226,+67
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beit_large_patch16_224,54.969,45.031,77.600,22.400,304.43,224,0.900,bicubic,-32.507,-20.718,-3
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ig_resnext101_32x8d,54.937,45.063,77.539,22.461,88.79,224,0.875,bilinear,-27.773,-19.101,+124
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swsl_resnext101_32x4d,53.585,46.415,76.374,23.626,44.18,224,0.875,bilinear,-29.641,-20.394,+106
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vit_large_patch16_384,52.762,47.238,74.725,25.275,304.72,384,1.000,bicubic,-34.330,-23.581,-4
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vit_large_r50_s32_384,52.049,47.951,73.540,26.459,329.09,384,1.000,bicubic,-34.131,-24.383,+4
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vit_large_patch16_224,51.842,48.158,73.721,26.279,304.33,224,0.900,bicubic,-33.996,-24.105,+9
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tf_efficientnet_l2_ns_475,51.435,48.565,73.845,26.155,480.31,475,0.936,bicubic,-36.803,-24.705,-10
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swsl_resnext50_32x4d,50.408,49.592,73.348,26.652,25.03,224,0.875,bilinear,-31.758,-22.886,+148
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swin_large_patch4_window12_384,50.357,49.643,72.546,27.454,196.74,384,1.000,bicubic,-36.793,-25.692,-10
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swsl_resnet50,49.506,50.494,72.356,27.645,25.56,224,0.875,bilinear,-31.640,-23.622,+186
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swin_large_patch4_window7_224,48.989,51.011,71.377,28.623,196.53,224,0.900,bicubic,-37.327,-26.513,-4
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beit_base_patch16_384,48.682,51.318,72.073,27.927,86.74,384,1.000,bicubic,-38.126,-26.067,-10
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swin_base_patch4_window12_384,48.529,51.471,71.809,28.191,87.90,384,1.000,bicubic,-37.907,-26.257,-8
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vit_large_r50_s32_224,48.215,51.785,70.870,29.130,328.99,224,0.900,bicubic,-36.225,-26.100,+44
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tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.131,29.869,208.12,512,1.000,bicubic,-38.659,-27.737,-9
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tf_efficientnet_b6_ns,47.725,52.275,69.925,30.075,43.04,528,0.942,bicubic,-38.721,-27.955,-12
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tf_efficientnet_b7_ns,47.725,52.275,69.603,30.398,66.35,600,0.949,bicubic,-39.105,-28.481,-16
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tf_efficientnet_l2_ns,47.478,52.522,69.923,30.077,480.31,800,0.960,bicubic,-40.868,-28.731,-22
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tf_efficientnetv2_l_in21ft1k,46.922,53.078,70.312,29.688,118.52,480,1.000,bicubic,-39.370,-27.672,-11
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beit_base_patch16_224,46.258,53.742,69.907,30.093,86.53,224,0.900,bicubic,-38.982,-27.747,+12
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vit_base_patch16_384,45.900,54.100,68.537,31.463,86.86,384,1.000,bicubic,-40.100,-29.469,-8
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tf_efficientnet_b8_ap,45.768,54.232,67.915,32.086,87.41,672,0.954,bicubic,-39.606,-29.383,+7
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tf_efficientnet_b5_ns,45.599,54.401,67.820,32.180,30.39,456,0.934,bicubic,-40.477,-29.932,-12
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swin_base_patch4_window7_224,45.589,54.411,68.512,31.488,87.77,224,0.900,bicubic,-39.679,-29.046,+7
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tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.148,30.852,54.14,480,1.000,bicubic,-40.024,-28.604,-5
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cait_m48_448,44.249,55.751,64.668,35.332,356.46,448,1.000,bicubic,-42.245,-33.082,-23
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vit_base_r50_s16_384,43.522,56.478,66.796,33.204,98.95,384,1.000,bicubic,-41.462,-30.502,+17
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tf_efficientnet_b4_ns,43.438,56.562,65.474,34.526,19.34,380,0.922,bicubic,-41.712,-31.996,+5
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vit_base_patch16_224,43.247,56.753,65.710,34.290,86.57,224,0.900,bicubic,-41.293,-31.596,+26
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xcit_large_24_p8_384_dist,42.828,57.172,63.426,36.574,188.93,384,1.000,bicubic,-43.168,-34.262,-16
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xcit_large_24_p8_224_dist,42.575,57.425,63.106,36.894,188.93,224,1.000,bicubic,-42.825,-34.310,-3
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tf_efficientnet_b8,42.494,57.506,64.873,35.127,87.41,672,0.954,bicubic,-42.856,-32.519,-2
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cait_m36_384,42.398,57.602,63.340,36.660,271.22,384,1.000,bicubic,-43.658,-34.390,-21
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tf_efficientnet_b7_ap,41.455,58.545,62.896,37.104,66.35,600,0.949,bicubic,-43.665,-34.354,0
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tf_efficientnet_b7,41.453,58.547,63.053,36.947,66.35,600,0.949,bicubic,-43.483,-34.153,+11
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tf_efficientnet_b5_ap,41.406,58.594,62.096,37.904,30.39,456,0.934,bicubic,-42.852,-34.880,+32
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resnetv2_152x4_bitm,41.294,58.706,64.354,35.646,936.53,480,1.000,bilinear,-43.644,-33.104,+8
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tf_efficientnet_b6_ap,41.113,58.887,62.379,37.621,43.04,528,0.942,bicubic,-43.671,-34.759,+12
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xcit_large_24_p16_384_dist,41.025,58.975,61.253,38.747,189.10,384,1.000,bicubic,-44.745,-36.281,-21
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tf_efficientnetv2_s_in21ft1k,40.985,59.015,63.837,36.163,21.46,384,1.000,bicubic,-43.311,-33.419,+24
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xcit_large_24_p16_224_dist,40.968,59.032,61.330,38.670,189.10,224,1.000,bicubic,-43.962,-35.800,+6
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xcit_medium_24_p8_224_dist,40.502,59.498,60.510,39.490,84.32,224,1.000,bicubic,-44.566,-36.766,-4
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tf_efficientnet_b4_ap,40.476,59.524,61.730,38.270,19.34,380,0.922,bicubic,-42.782,-34.666,+64
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vit_small_r26_s32_384,40.474,59.526,62.752,37.248,36.47,384,1.000,bicubic,-43.576,-34.570,+32
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vit_base_patch16_224_miil,40.178,59.822,60.895,39.105,86.54,224,0.875,bilinear,-44.098,-35.903,+21
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xcit_medium_24_p8_384_dist,40.042,59.958,60.453,39.547,84.32,384,1.000,bicubic,-45.778,-37.141,-30
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xcit_medium_24_p16_384_dist,39.912,60.088,60.127,39.873,84.40,384,1.000,bicubic,-45.514,-37.281,-21
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tf_efficientnetv2_l,39.834,60.166,60.815,39.185,118.52,480,1.000,bicubic,-45.668,-36.555,-25
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dm_nfnet_f3,39.785,60.215,60.636,39.364,254.92,416,0.940,bicubic,-45.747,-36.822,-27
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cait_s36_384,39.777,60.223,60.483,39.517,68.37,384,1.000,bicubic,-45.677,-36.999,-26
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efficientnetv2_rw_m,39.675,60.325,59.699,40.301,53.24,416,1.000,bicubic,-45.147,-37.447,-2
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ecaresnet269d,39.598,60.402,60.339,39.661,102.09,352,1.000,bicubic,-45.388,-36.889,-9
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dm_nfnet_f6,39.586,60.414,60.901,39.099,438.36,576,0.956,bicubic,-46.544,-36.839,-43
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tf_efficientnet_b3_ns,39.510,60.490,61.451,38.549,12.23,300,0.904,bicubic,-44.532,-35.457,+23
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dm_nfnet_f5,39.498,60.502,60.194,39.806,377.21,544,0.954,bicubic,-46.308,-37.288,-38
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xcit_small_24_p8_224_dist,39.309,60.691,59.404,40.596,47.63,224,1.000,bicubic,-45.567,-37.794,-8
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xcit_medium_24_p16_224_dist,39.272,60.728,59.473,40.527,84.40,224,1.000,bicubic,-45.006,-37.469,+8
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efficientnet_b4,39.136,60.864,59.628,40.372,19.34,384,1.000,bicubic,-44.294,-36.966,+42
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xcit_small_24_p8_384_dist,39.001,60.999,59.196,40.804,47.63,384,1.000,bicubic,-46.565,-38.381,-38
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resnetv2_152x2_bit_teacher_384,38.987,61.013,62.495,37.505,236.34,384,1.000,bicubic,-44.857,-34.623,+26
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vit_base_patch32_384,38.810,61.190,60.351,39.649,88.30,384,1.000,bicubic,-44.536,-36.493,+44
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eca_nfnet_l2,38.661,61.339,59.451,40.549,56.72,384,1.000,bicubic,-46.059,-37.807,-11
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xcit_small_12_p8_384_dist,38.533,61.467,58.820,41.180,26.21,384,1.000,bicubic,-46.549,-38.450,-26
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xcit_small_24_p16_384_dist,38.499,61.501,58.400,41.600,47.67,384,1.000,bicubic,-46.605,-38.916,-29
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xcit_small_12_p8_224_dist,38.382,61.618,58.844,41.156,26.21,224,1.000,bicubic,-45.858,-38.028,+4
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tf_efficientnet_b5,38.364,61.636,59.923,40.077,30.39,456,0.934,bicubic,-45.446,-36.825,+23
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deit_base_distilled_patch16_384,38.240,61.760,57.798,42.202,87.63,384,1.000,bicubic,-47.182,-39.534,-40
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dm_nfnet_f4,38.215,61.785,58.596,41.404,316.07,512,0.951,bicubic,-47.486,-38.918,-49
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xcit_large_24_p8_224,38.124,61.876,57.875,42.125,188.93,224,1.000,bicubic,-46.258,-38.781,-7
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resnetv2_152x2_bitm,38.008,61.992,61.180,38.820,236.34,448,1.000,bilinear,-46.444,-36.256,-13
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cait_s24_384,37.884,62.116,58.087,41.913,47.06,384,1.000,bicubic,-47.160,-39.263,-30
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resnet152d,37.879,62.121,58.362,41.638,60.21,320,1.000,bicubic,-45.785,-38.372,+24
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tf_efficientnetv2_m,37.829,62.171,58.716,41.284,54.14,480,1.000,bicubic,-47.217,-38.568,-33
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resnetrs420,37.770,62.230,58.227,41.773,191.89,416,1.000,bicubic,-47.238,-38.899,-32
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xcit_small_24_p16_224_dist,37.717,62.283,57.358,42.642,47.67,224,1.000,bicubic,-46.157,-39.370,+8
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resnetrs350,37.702,62.298,58.099,41.901,163.96,384,1.000,bicubic,-47.010,-38.891,-23
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pit_b_distilled_224,37.588,62.412,57.230,42.770,74.79,224,0.900,bicubic,-46.570,-39.628,-5
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xcit_small_12_p16_384_dist,37.582,62.418,57.777,42.223,26.25,384,1.000,bicubic,-47.132,-39.339,-26
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resnet200d,37.507,62.493,58.303,41.697,64.69,320,1.000,bicubic,-46.463,-38.515,+2
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resnetv2_152x2_bit_teacher,37.348,62.652,59.474,40.526,236.34,224,0.875,bicubic,-45.554,-37.093,+38
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resnest269e,37.299,62.701,57.466,42.534,110.93,416,0.928,bicubic,-47.225,-39.520,-25
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resmlp_big_24_224_in22ft1k,37.244,62.756,58.203,41.797,129.14,224,0.875,bicubic,-47.180,-38.913,-21
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vit_small_r26_s32_224,37.244,62.756,59.052,40.948,36.43,224,0.900,bicubic,-44.594,-36.974,+83
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cait_s24_224,37.150,62.850,56.725,43.275,46.92,224,1.000,bicubic,-46.312,-39.841,+15
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vit_base_patch32_224,37.100,62.900,59.284,40.716,88.22,224,0.900,bicubic,-43.632,-36.282,+132
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tf_efficientnet_b3_ap,37.061,62.939,57.242,42.758,12.23,300,0.904,bicubic,-44.761,-38.378,+81
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efficientnetv2_rw_s,37.057,62.943,56.831,43.169,23.94,384,1.000,bicubic,-46.773,-39.891,0
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xcit_small_12_p16_224_dist,36.973,63.027,56.745,43.255,26.25,224,1.000,bicubic,-46.377,-39.677,+16
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seresnet152d,36.804,63.196,56.731,43.269,66.84,320,1.000,bicubic,-47.558,-40.311,-26
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resnetrs200,36.664,63.336,56.837,43.163,93.21,320,1.000,bicubic,-47.394,-40.037,-16
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regnetz_d,36.432,63.568,57.388,42.612,27.58,320,0.950,bicubic,-47.602,-39.482,-13
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efficientnet_b3,36.422,63.578,56.845,43.155,12.23,320,1.000,bicubic,-45.836,-39.271,+60
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cait_xs24_384,36.411,63.589,56.938,43.062,26.67,384,1.000,bicubic,-47.643,-39.948,-18
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deit_base_distilled_patch16_224,36.411,63.589,56.623,43.377,87.34,224,0.900,bicubic,-46.977,-39.867,+7
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resnetv2_101x3_bitm,36.391,63.609,59.068,40.932,387.93,448,1.000,bilinear,-48.039,-38.304,-35
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resnetrs270,36.346,63.654,56.572,43.428,129.86,352,1.000,bicubic,-48.094,-40.582,-37
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mixer_b16_224_miil,36.271,63.729,55.971,44.029,59.88,224,0.875,bilinear,-46.031,-39.743,+51
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tresnet_m,36.271,63.729,55.802,44.198,31.39,224,0.875,bilinear,-46.805,-40.324,+16
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tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.251,-38.725,+42
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ecaresnet101d,36.014,63.986,56.199,43.801,44.57,224,0.875,bicubic,-46.158,-39.855,+55
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dm_nfnet_f2,35.990,64.010,55.495,44.505,193.78,352,0.920,bicubic,-49.056,-41.743,-62
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resnest200e,35.939,64.061,55.873,44.127,70.20,320,0.909,bicubic,-47.909,-41.017,-18
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swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-37.429,-33.295,+376
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eca_nfnet_l1,35.835,64.165,55.965,44.035,41.41,320,1.000,bicubic,-48.197,-41.067,-25
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xcit_small_24_p8_224,35.542,64.458,54.774,45.226,47.63,224,1.000,bicubic,-48.304,-41.858,-20
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vit_small_patch16_384,35.515,64.485,57.549,42.451,22.20,384,1.000,bicubic,-48.279,-39.559,-16
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xcit_small_12_p8_224,35.509,64.491,55.489,44.511,26.21,224,1.000,bicubic,-47.837,-40.987,-1
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xcit_large_24_p16_224,35.491,64.509,54.764,45.236,189.10,224,1.000,bicubic,-47.407,-41.118,+11
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xcit_medium_24_p8_224,35.424,64.576,54.843,45.157,84.32,224,1.000,bicubic,-48.312,-41.543,-17
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resnest101e,35.397,64.603,55.802,44.198,48.28,256,0.875,bilinear,-47.479,-40.510,+10
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convit_base,35.318,64.682,54.943,45.057,86.54,224,0.875,bicubic,-46.974,-40.991,+39
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xcit_tiny_24_p8_224_dist,35.253,64.747,55.287,44.713,12.11,224,1.000,bicubic,-47.323,-40.893,+20
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twins_svt_large,35.108,64.892,54.729,45.271,99.27,224,0.900,bicubic,-48.576,-41.881,-18
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repvgg_b3g4,35.069,64.931,54.772,45.228,83.83,224,0.875,bilinear,-45.150,-40.332,+136
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repvgg_b3,35.041,64.959,54.562,45.438,123.09,224,0.875,bilinear,-45.475,-40.702,+111
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dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.634,-42.988,-62
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xcit_tiny_24_p8_384_dist,34.925,65.075,55.153,44.847,12.11,384,1.000,bicubic,-48.839,-41.551,-26
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resnet101d,34.870,65.130,54.216,45.784,44.57,320,1.000,bicubic,-48.154,-42.240,-1
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resmlp_big_24_distilled_224,34.780,65.220,54.641,45.359,129.14,224,0.875,bicubic,-48.816,-42.016,-22
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vit_large_patch32_384,34.693,65.307,55.723,44.277,306.63,384,1.000,bicubic,-46.813,-40.363,+56
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dm_nfnet_f0,34.630,65.370,54.676,45.324,71.49,256,0.900,bicubic,-48.754,-41.904,-19
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ssl_resnext101_32x16d,34.593,65.407,55.949,44.051,194.03,224,0.875,bilinear,-47.251,-40.141,+43
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resnetv2_101,34.587,65.413,53.155,46.845,44.54,224,0.950,bicubic,-47.445,-42.709,+36
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repvgg_b2g4,34.581,65.419,54.809,45.191,61.76,224,0.875,bilinear,-44.799,-39.885,+172
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resnetrs152,34.377,65.623,53.568,46.432,86.62,320,1.000,bicubic,-49.333,-43.042,-32
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resnest50d_4s2x40d,34.367,65.633,54.731,45.269,30.42,224,0.875,bicubic,-46.753,-40.829,+71
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crossvit_18_dagger_408,34.245,65.755,53.086,46.914,44.61,408,1.000,bicubic,-49.939,-43.736,-57
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xcit_medium_24_p16_224,34.218,65.782,53.184,46.816,84.40,224,1.000,bicubic,-48.408,-42.792,0
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efficientnetv2_rw_t,34.153,65.847,53.151,46.849,13.65,288,1.000,bicubic,-48.185,-43.043,+15
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tf_efficientnet_b1_ns,34.114,65.886,55.460,44.540,7.79,240,0.882,bicubic,-47.270,-40.278,+54
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twins_pcpvt_large,34.090,65.910,54.128,45.872,60.99,224,0.900,bicubic,-49.048,-42.480,-21
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tf_efficientnet_b4,34.064,65.936,54.202,45.798,19.34,380,0.922,bicubic,-48.966,-42.096,-16
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ssl_resnext101_32x8d,34.060,65.940,55.603,44.397,88.79,224,0.875,bilinear,-47.540,-40.443,+39
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tf_efficientnet_b6,34.043,65.957,54.562,45.438,43.04,528,0.942,bicubic,-50.069,-42.326,-61
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efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.841,-41.116,+78
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nfnet_l0,34.011,65.989,54.383,45.617,35.07,288,1.000,bicubic,-48.741,-42.133,-13
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xcit_small_24_p16_224,34.009,65.991,53.294,46.706,47.67,224,1.000,bicubic,-48.569,-42.706,-6
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regnety_160,33.978,66.022,53.558,46.442,83.59,288,1.000,bicubic,-49.724,-43.224,-44
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gc_efficientnetv2_rw_t,33.952,66.048,53.228,46.772,13.68,288,1.000,bicubic,-48.526,-43.068,-2
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pit_s_distilled_224,33.948,66.052,53.247,46.753,24.04,224,0.900,bicubic,-48.046,-42.553,+20
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xcit_small_12_p16_224,33.776,66.225,53.230,46.770,26.25,224,1.000,bicubic,-48.200,-42.588,+21
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resnetv2_50x3_bitm,33.695,66.305,55.922,44.078,217.32,448,1.000,bilinear,-50.289,-41.208,-62
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resnet51q,33.585,66.415,53.029,46.971,35.70,288,1.000,bilinear,-48.783,-43.147,-1
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xcit_tiny_24_p16_384_dist,33.530,66.470,52.776,47.224,12.12,384,1.000,bicubic,-49.038,-43.518,-11
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convmixer_1536_20,33.447,66.553,53.041,46.959,51.63,224,0.960,bicubic,-47.929,-42.569,+40
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regnety_032,33.406,66.594,52.803,47.197,19.44,288,1.000,bicubic,-49.316,-43.629,-22
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crossvit_18_240,33.398,66.602,52.257,47.743,43.27,240,0.875,bicubic,-48.996,-43.805,-8
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gernet_l,33.380,66.620,51.919,48.081,31.08,256,0.875,bilinear,-47.966,-43.617,+39
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crossvit_15_dagger_408,33.331,66.669,52.224,47.776,28.50,408,1.000,bicubic,-50.495,-44.562,-61
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crossvit_18_dagger_240,33.282,66.718,52.210,47.790,44.27,240,0.875,bicubic,-49.224,-43.862,-14
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tresnet_xl,33.274,66.726,52.308,47.692,78.44,224,0.875,bilinear,-48.784,-43.624,+7
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jx_nest_base,33.219,66.781,51.823,48.177,67.72,224,0.875,bicubic,-50.335,-44.541,-54
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resnest50d_1s4x24d,33.157,66.844,52.852,47.148,25.68,224,0.875,bicubic,-47.843,-42.474,+51
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resnet61q,33.123,66.877,51.756,48.244,36.85,288,1.000,bicubic,-49.399,-44.378,-20
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jx_nest_small,33.046,66.954,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.270,-43
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crossvit_base_240,33.041,66.960,51.384,48.616,105.03,240,0.875,bicubic,-49.166,-44.444,-3
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twins_pcpvt_base,33.031,66.969,52.491,47.509,43.83,224,0.900,bicubic,-49.681,-43.857,-32
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xcit_tiny_24_p16_224_dist,33.013,66.987,52.068,47.932,12.12,224,1.000,bicubic,-47.449,-43.140,+72
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rexnet_200,32.984,67.016,52.945,47.055,16.37,224,0.875,bicubic,-48.642,-42.727,+12
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resnest50d,32.974,67.026,52.715,47.285,27.48,224,0.875,bilinear,-47.988,-42.663,+46
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convit_small,32.928,67.072,52.098,47.902,27.78,224,0.875,bicubic,-48.483,-43.648,+20
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tf_efficientnetv2_s,32.909,67.091,51.760,48.240,21.46,384,1.000,bicubic,-50.989,-44.938,-80
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crossvit_15_dagger_240,32.895,67.105,51.768,48.232,28.21,240,0.875,bicubic,-49.415,-44.194,-17
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vit_small_patch16_224,32.877,67.123,53.949,46.051,22.05,224,0.900,bicubic,-48.509,-42.181,+19
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pnasnet5large,32.848,67.152,50.518,49.482,86.06,331,0.911,bicubic,-49.950,-45.516,-43
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twins_svt_base,32.838,67.162,51.559,48.441,56.07,224,0.900,bicubic,-50.286,-44.869,-55
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tf_efficientnet_b3,32.834,67.166,52.955,47.045,12.23,300,0.904,bicubic,-48.812,-42.765,+3
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regnetz_c,32.809,67.191,53.756,46.244,13.46,320,0.940,bicubic,-49.707,-42.604,-33
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nasnetalarge,32.773,67.227,50.150,49.850,88.75,331,0.911,bicubic,-49.863,-45.900,-42
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gernet_m,32.754,67.246,51.917,48.083,21.14,224,0.875,bilinear,-47.972,-43.261,+48
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gluon_resnet152_v1d,32.754,67.246,51.080,48.920,60.21,224,0.875,bicubic,-47.722,-44.122,+57
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inception_resnet_v2,32.746,67.254,50.642,49.358,55.84,299,0.897,bicubic,-47.702,-44.666,+60
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pit_b_224,32.710,67.290,49.832,50.168,73.76,224,0.900,bicubic,-49.734,-45.880,-35
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tf_efficientnet_b2_ap,32.669,67.331,52.249,47.751,9.11,260,0.890,bicubic,-47.637,-42.783,+67
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cait_xxs36_384,32.569,67.431,52.218,47.782,17.37,384,1.000,bicubic,-49.621,-43.942,-21
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tresnet_l,32.561,67.439,51.147,48.853,55.99,224,0.875,bilinear,-48.923,-44.473,+2
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wide_resnet50_2,32.480,67.519,51.467,48.533,68.88,224,0.875,bicubic,-48.970,-44.051,+2
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gmlp_s16_224,32.404,67.596,51.832,48.168,19.42,224,0.875,bicubic,-47.238,-42.790,+107
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deit_base_patch16_224,32.367,67.633,51.031,48.969,86.57,224,0.900,bicubic,-49.617,-44.711,-18
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ens_adv_inception_resnet_v2,32.367,67.633,50.431,49.569,55.84,299,0.897,bicubic,-47.612,-44.505,+82
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swin_small_patch4_window7_224,32.355,67.645,50.931,49.069,49.61,224,0.900,bicubic,-50.871,-45.399,-73
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gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.685,-44.894,+21
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deit_small_distilled_patch16_224,32.290,67.710,52.109,47.891,22.44,224,0.900,bicubic,-48.912,-43.268,+11
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xcit_tiny_24_p8_224,32.270,67.730,51.913,48.087,12.11,224,1.000,bicubic,-49.624,-44.071,-20
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gluon_seresnext101_64x4d,32.207,67.793,50.331,49.669,88.23,224,0.875,bicubic,-48.663,-44.975,+27
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coat_lite_small,32.135,67.865,49.946,50.054,19.84,224,0.900,bicubic,-50.167,-45.914,-39
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gluon_seresnext101_32x4d,32.115,67.885,51.227,48.773,48.96,224,0.875,bicubic,-48.761,-44.065,+24
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seresnext50_32x4d,32.001,67.999,51.245,48.755,27.56,224,0.875,bicubic,-49.267,-44.381,+3
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deit_base_patch16_384,31.987,68.013,50.557,49.443,86.86,384,1.000,bicubic,-51.119,-45.819,-76
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xcit_tiny_12_p8_224_dist,31.952,68.048,51.434,48.566,6.71,224,1.000,bicubic,-49.262,-44.173,+3
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levit_384,31.879,68.121,50.610,49.390,39.13,224,0.900,bicubic,-50.713,-45.404,-61
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resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.438,-44.983,-43
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cspresnext50,31.820,68.180,51.616,48.384,20.57,224,0.875,bilinear,-48.232,-43.334,+66
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tnt_s_patch16_224,31.632,68.368,51.156,48.844,23.76,224,0.900,bicubic,-49.882,-44.588,-19
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eca_nfnet_l0,31.614,68.386,51.606,48.394,24.14,288,1.000,bicubic,-50.978,-44.880,-66
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resnetv2_50x1_bit_distilled,31.610,68.390,51.304,48.696,25.55,224,0.875,bicubic,-51.212,-45.220,-75
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ssl_resnext101_32x4d,31.461,68.539,52.137,47.863,44.18,224,0.875,bilinear,-49.461,-43.593,+13
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inception_v4,31.378,68.622,49.240,50.760,42.68,299,0.875,bicubic,-48.766,-45.732,+56
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rexnet_150,31.374,68.626,51.294,48.706,9.73,224,0.875,bicubic,-48.936,-43.866,+41
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pit_s_224,31.331,68.669,49.693,50.307,23.46,224,0.900,bicubic,-49.769,-45.642,-1
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crossvit_15_240,31.313,68.687,50.192,49.808,27.53,240,0.875,bicubic,-50.213,-45.502,-27
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cait_xxs36_224,31.276,68.724,50.616,49.384,17.30,224,1.000,bicubic,-48.486,-44.252,+75
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crossvit_small_240,31.274,68.726,50.201,49.799,26.86,240,0.875,bicubic,-49.756,-45.265,-1
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cspresnet50,31.254,68.746,51.235,48.765,21.62,256,0.887,bilinear,-48.322,-43.467,+82
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convmixer_768_32,31.254,68.746,50.958,49.042,21.11,224,0.960,bicubic,-48.906,-44.116,+49
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coat_mini,31.213,68.787,49.793,50.207,10.34,224,0.900,bicubic,-50.069,-45.601,-16
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xcit_tiny_12_p8_384_dist,31.166,68.834,50.524,49.476,6.71,384,1.000,bicubic,-51.226,-45.694,-67
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gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.130,-45.334,+36
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ecaresnetlight,31.138,68.862,50.262,49.738,30.16,224,0.875,bicubic,-49.316,-44.990,+22
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resmlp_36_distilled_224,31.091,68.909,49.694,50.306,44.69,224,0.875,bicubic,-50.063,-45.802,-15
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ecaresnet50d,31.083,68.917,50.858,49.142,25.58,224,0.875,bicubic,-49.537,-44.450,+11
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tf_efficientnet_cc_b0_8e,31.083,68.917,50.771,49.229,24.01,224,0.875,bicubic,-46.825,-42.885,+163
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ecaresnet50t,31.066,68.934,50.596,49.404,25.57,320,0.950,bicubic,-51.298,-45.546,-70
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resnet50d,31.038,68.962,49.844,50.156,25.58,224,0.875,bicubic,-49.500,-45.316,+11
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gluon_resnet152_v1c,31.017,68.984,48.940,51.060,60.21,224,0.875,bicubic,-48.895,-45.912,+49
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cspdarknet53,31.015,68.985,50.414,49.586,27.64,256,0.887,bilinear,-49.035,-44.678,+44
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gcresnet50t,31.015,68.985,50.131,49.869,25.90,256,0.900,bicubic,-49.923,-45.309,-8
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gluon_resnext101_64x4d,31.003,68.997,48.559,51.441,83.46,224,0.875,bicubic,-49.623,-46.443,+3
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twins_svt_small,31.001,68.999,49.237,50.763,24.06,224,0.900,bicubic,-50.681,-46.441,-50
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ecaresnet101d_pruned,30.908,69.092,50.017,49.983,24.88,224,0.875,bicubic,-49.904,-45.623,-6
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resmlp_24_distilled_224,30.889,69.111,50.184,49.816,30.02,224,0.875,bicubic,-49.871,-45.036,-5
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tf_efficientnet_cc_b1_8e,30.887,69.113,50.076,49.924,39.72,240,0.882,bicubic,-48.439,-44.292,+76
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gluon_resnext101_32x4d,30.885,69.115,48.563,51.437,44.18,224,0.875,bicubic,-49.453,-46.345,+16
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tf_efficientnetv2_b3,30.873,69.127,49.808,50.192,14.36,300,0.904,bicubic,-51.081,-45.976,-61
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tf_efficientnet_lite4,30.840,69.160,50.400,49.600,13.01,380,0.920,bilinear,-50.700,-45.260,-52
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nf_resnet50,30.730,69.270,49.968,50.032,25.56,288,0.940,bicubic,-49.926,-45.368,-6
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ese_vovnet39b,30.696,69.304,49.879,50.121,24.57,224,0.875,bicubic,-48.608,-44.845,+74
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dpn107,30.671,69.329,48.828,51.172,86.92,224,0.875,bicubic,-49.501,-46.076,+24
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xcit_tiny_24_p16_224,30.671,69.329,50.386,49.614,12.12,224,1.000,bicubic,-48.781,-44.502,+64
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tresnet_xl_448,30.625,69.374,49.075,50.925,78.44,448,0.875,bilinear,-52.430,-47.109,-115
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gluon_resnet152_v1b,30.622,69.379,48.523,51.477,60.19,224,0.875,bicubic,-49.059,-46.213,+51
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haloregnetz_b,30.614,69.386,48.999,51.001,11.68,224,0.940,bicubic,-50.428,-46.201,-32
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ssl_resnext50_32x4d,30.596,69.404,50.687,49.313,25.03,224,0.875,bilinear,-49.706,-44.731,+9
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gluon_resnet101_v1d,30.531,69.469,47.977,52.023,44.57,224,0.875,bicubic,-49.873,-47.047,0
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dpn68b,30.521,69.479,49.136,50.864,12.61,224,0.875,bicubic,-48.695,-45.286,+76
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resnest26d,30.496,69.504,50.665,49.335,17.07,224,0.875,bilinear,-47.982,-43.631,+107
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efficientnet_b2,30.445,69.555,49.698,50.302,9.11,288,1.000,bicubic,-50.165,-45.618,-14
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tf_efficientnet_b1_ap,30.419,69.581,49.555,50.445,7.79,240,0.882,bicubic,-48.855,-44.747,+68
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resnetv2_50,30.409,69.591,48.844,51.156,25.55,224,0.950,bicubic,-49.997,-46.236,-6
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xcit_tiny_12_p16_384_dist,30.392,69.608,50.127,49.873,6.72,384,1.000,bicubic,-50.552,-45.287,-32
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twins_pcpvt_small,30.378,69.622,49.394,50.606,24.11,224,0.900,bicubic,-50.726,-46.248,-43
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visformer_small,30.337,69.663,48.303,51.697,40.22,224,0.900,bicubic,-51.759,-47.575,-85
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pit_xs_distilled_224,30.280,69.720,49.830,50.170,11.00,224,0.900,bicubic,-49.014,-44.544,+62
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convmixer_1024_20_ks9_p14,30.081,69.919,49.928,50.072,24.38,224,0.960,bicubic,-46.863,-43.430,+169
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dpn98,30.065,69.935,48.252,51.748,61.57,224,0.875,bicubic,-49.589,-46.352,+39
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seresnet50,30.061,69.939,49.327,50.673,28.09,224,0.875,bicubic,-50.187,-45.743,0
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dpn131,30.036,69.964,48.144,51.856,79.25,224,0.875,bicubic,-49.798,-46.568,+24
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efficientnet_el,30.028,69.972,48.840,51.160,10.59,300,0.904,bicubic,-51.278,-46.696,-59
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tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-50.048,-45.312,+9
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xcit_tiny_12_p16_224_dist,29.999,70.001,49.681,50.319,6.72,224,1.000,bicubic,-48.581,-44.523,+88
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legacy_senet154,29.989,70.011,48.056,51.944,115.09,224,0.875,bilinear,-51.337,-47.450,-63
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dpn92,29.977,70.023,49.201,50.799,37.67,224,0.875,bicubic,-50.017,-45.635,+9
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resnetv2_101x1_bitm,29.922,70.078,51.129,48.871,44.54,448,1.000,bilinear,-52.408,-45.399,-108
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xception,29.887,70.113,48.716,51.284,22.86,299,0.897,bicubic,-49.161,-45.680,+66
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gluon_senet154,29.881,70.119,47.885,52.115,115.09,224,0.875,bicubic,-51.343,-47.467,-63
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adv_inception_v3,29.820,70.180,47.867,52.133,23.83,299,0.875,bicubic,-47.758,-45.873,+133
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gluon_xception65,29.804,70.196,47.776,52.224,39.92,299,0.903,bicubic,-49.898,-47.091,+24
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resmlp_36_224,29.710,70.290,48.981,51.019,44.69,224,0.875,bicubic,-50.066,-45.905,+18
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resnet50,29.649,70.351,46.753,53.247,25.56,224,0.950,bicubic,-50.733,-47.841,-23
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resnetblur50,29.613,70.386,48.260,51.740,25.56,224,0.875,bicubic,-49.686,-46.270,+42
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jx_nest_tiny,29.555,70.445,46.992,53.008,17.06,224,0.875,bicubic,-51.879,-48.628,-81
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efficientnet_em,29.482,70.518,48.944,51.056,6.90,240,0.882,bicubic,-49.778,-45.848,+45
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gcresnext50ts,29.446,70.554,47.898,52.102,15.67,256,0.900,bicubic,-51.148,-47.282,-39
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resnext101_32x8d,29.437,70.563,48.510,51.490,88.79,224,0.875,bilinear,-49.875,-46.013,+36
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coat_lite_mini,29.427,70.573,47.727,52.273,11.01,224,0.900,bicubic,-49.673,-46.875,+51
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ssl_resnet50,29.425,70.575,49.785,50.215,25.56,224,0.875,bilinear,-49.811,-45.047,+42
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deit_small_patch16_224,29.413,70.587,48.260,51.740,22.05,224,0.900,bicubic,-50.453,-46.796,+2
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cait_xxs24_384,29.405,70.595,48.751,51.249,12.03,384,1.000,bicubic,-51.549,-46.887,-61
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nf_regnet_b1,29.391,70.609,49.447,50.553,10.22,288,0.900,bicubic,-49.905,-45.295,+35
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resnext50_32x4d,29.358,70.642,47.409,52.591,25.03,224,0.875,bicubic,-50.442,-47.205,+5
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swin_tiny_patch4_window7_224,29.342,70.658,47.621,52.379,28.29,224,0.900,bicubic,-52.044,-47.915,-89
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resnet34d,29.325,70.675,48.427,51.573,21.82,224,0.875,bicubic,-47.789,-44.955,+133
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cait_xxs24_224,29.305,70.695,48.535,51.465,11.96,224,1.000,bicubic,-49.071,-45.781,+80
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ecaresnet50d_pruned,29.215,70.785,48.455,51.545,19.94,224,0.875,bicubic,-50.491,-46.419,+6
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tresnet_l_448,29.179,70.821,47.244,52.756,55.99,448,0.875,bilinear,-53.083,-48.736,-124
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gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.664,-47.417,+55
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eca_resnet33ts,29.097,70.903,48.814,51.186,19.68,256,0.900,bicubic,-50.999,-46.160,-21
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xception71,29.053,70.947,47.443,52.557,42.34,299,0.903,bicubic,-50.831,-47.489,-12
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hrnet_w64,28.992,71.007,47.140,52.860,128.06,224,0.875,bilinear,-50.464,-47.514,+13
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regnetz_b,28.934,71.066,47.244,52.756,9.72,288,0.940,bicubic,-51.784,-48.230,-61
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xcit_tiny_12_p8_224,28.934,71.066,47.543,52.457,6.71,224,1.000,bicubic,-50.776,-47.515,-2
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tf_efficientnet_b0_ns,28.908,71.092,48.983,51.017,5.29,224,0.875,bicubic,-49.750,-45.387,+55
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xception65,28.904,71.096,47.161,52.839,39.92,299,0.903,bicubic,-50.642,-47.498,+5
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gluon_resnet101_v1b,28.894,71.106,46.395,53.605,44.55,224,0.875,bicubic,-50.406,-48.241,+19
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vit_small_patch32_384,28.871,71.129,48.912,51.088,22.92,384,1.000,bicubic,-51.615,-46.686,-59
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tf_efficientnet_b1,28.871,71.129,47.513,52.487,7.79,240,0.882,bicubic,-49.965,-46.681,+44
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skresnext50_32x4d,28.855,71.145,46.503,53.497,27.48,224,0.875,bicubic,-51.287,-48.141,-32
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sehalonet33ts,28.768,71.231,46.576,53.424,13.69,256,0.940,bicubic,-52.213,-48.696,-83
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levit_256,28.767,71.234,46.702,53.298,18.89,224,0.900,bicubic,-52.735,-48.778,-112
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tf_efficientnet_lite3,28.668,71.332,47.368,52.632,8.20,300,0.904,bilinear,-51.152,-47.542,-16
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skresnet34,28.654,71.346,47.969,52.031,22.28,224,0.875,bicubic,-48.266,-45.351,+123
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gluon_seresnext50_32x4d,28.649,71.351,46.460,53.540,27.56,224,0.875,bicubic,-51.275,-48.368,-29
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hrnet_w40,28.631,71.369,47.460,52.540,57.56,224,0.875,bilinear,-50.295,-47.018,+32
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tf_efficientnetv2_b0,28.574,71.426,47.097,52.903,7.14,224,0.875,bicubic,-49.796,-46.929,+60
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tv_resnet152,28.539,71.461,47.134,52.866,60.19,224,0.875,bilinear,-49.783,-46.910,+60
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xcit_tiny_12_p16_224,28.529,71.471,47.419,52.581,6.72,224,1.000,bicubic,-48.591,-46.299,+108
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repvgg_b2,28.444,71.556,47.040,52.960,89.02,224,0.875,bilinear,-50.350,-47.386,+35
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hrnet_w48,28.427,71.573,47.588,52.412,77.47,224,0.875,bilinear,-50.895,-46.926,+1
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halonet50ts,28.397,71.603,45.827,54.173,22.73,256,0.940,bicubic,-52.953,-49.457,-113
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gluon_resnext50_32x4d,28.383,71.617,45.356,54.644,25.03,224,0.875,bicubic,-50.981,-49.068,-3
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efficientnet_b2_pruned,28.362,71.638,47.055,52.945,8.31,260,0.890,bicubic,-51.544,-47.799,-36
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tf_efficientnet_b0_ap,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.750,-45.729,+104
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seresnet33ts,28.352,71.648,47.761,52.239,19.78,256,0.900,bicubic,-52.020,-47.353,-66
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dla169,28.344,71.656,47.393,52.607,53.39,224,0.875,bilinear,-50.354,-46.939,+30
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tf_efficientnet_cc_b0_4e,28.344,71.656,47.370,52.630,13.31,224,0.875,bicubic,-48.976,-45.952,+94
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dla102x2,28.330,71.670,46.786,53.214,41.28,224,0.875,bilinear,-51.110,-47.858,-12
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mixnet_xl,28.289,71.711,46.700,53.300,11.90,224,0.875,bicubic,-52.179,-48.232,-78
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gluon_resnet50_v1d,28.238,71.762,45.922,54.078,25.58,224,0.875,bicubic,-50.826,-48.538,+10
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gluon_resnet101_v1c,28.120,71.880,45.994,54.006,44.57,224,0.875,bicubic,-51.414,-48.594,-20
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wide_resnet101_2,28.116,71.884,46.425,53.575,126.89,224,0.875,bilinear,-50.738,-47.859,+17
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densenet161,28.098,71.902,46.647,53.353,28.68,224,0.875,bicubic,-49.254,-46.989,+87
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regnetx_320,28.095,71.906,45.128,54.872,107.81,224,0.875,bicubic,-52.154,-49.898,-67
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regnety_320,28.073,71.927,45.458,54.542,145.05,224,0.875,bicubic,-52.721,-49.788,-98
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gernet_s,28.040,71.960,46.745,53.255,8.17,224,0.875,bilinear,-48.867,-46.389,+101
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levit_192,28.038,71.963,45.872,54.128,10.95,224,0.900,bicubic,-51.822,-48.930,-45
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efficientnet_el_pruned,28.006,71.994,46.798,53.202,10.59,300,0.904,bicubic,-52.282,-48.424,-73
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xception41,27.892,72.108,45.894,54.106,26.97,299,0.903,bicubic,-50.640,-48.390,+23
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regnetx_160,27.839,72.161,45.627,54.373,54.28,224,0.875,bicubic,-51.995,-49.197,-45
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tf_inception_v3,27.802,72.198,45.729,54.271,23.83,299,0.875,bicubic,-50.058,-47.917,+60
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res2net101_26w_4s,27.790,72.210,45.194,54.806,45.21,224,0.875,bilinear,-51.402,-49.244,-7
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tf_efficientnetv2_b1,27.762,72.238,46.584,53.416,8.14,240,0.882,bicubic,-51.712,-48.136,-30
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vit_base_patch16_sam_224,27.719,72.281,45.104,54.896,86.57,224,0.900,bicubic,-52.523,-49.658,-74
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repvgg_b1,27.662,72.338,46.505,53.495,57.42,224,0.875,bilinear,-50.716,-47.599,+29
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hrnet_w44,27.633,72.367,45.833,54.167,67.06,224,0.875,bilinear,-51.257,-48.549,+2
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gcresnet33ts,27.599,72.401,46.218,53.782,19.88,256,0.900,bicubic,-52.487,-48.774,-68
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inception_v3,27.582,72.418,45.265,54.735,23.83,299,0.875,bicubic,-49.882,-48.211,+68
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resmlp_24_224,27.530,72.469,45.705,54.295,30.02,224,0.875,bicubic,-51.856,-48.841,-32
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pit_xs_224,27.472,72.528,45.918,54.082,10.62,224,0.900,bicubic,-50.712,-48.246,+33
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regnetx_080,27.387,72.613,44.998,55.002,39.57,224,0.875,bicubic,-51.833,-49.548,-19
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hrnet_w30,27.383,72.617,46.552,53.448,37.71,224,0.875,bilinear,-50.819,-47.676,+30
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hrnet_w32,27.379,72.621,46.024,53.976,41.23,224,0.875,bilinear,-51.063,-48.172,+17
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gluon_resnet50_v1s,27.328,72.672,45.257,54.743,25.68,224,0.875,bicubic,-51.368,-48.991,+3
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res2net50_26w_8s,27.308,72.692,44.835,55.165,48.40,224,0.875,bilinear,-51.672,-49.449,-10
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densenet201,27.279,72.721,46.210,53.790,20.01,224,0.875,bicubic,-50.011,-47.270,+66
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densenetblur121d,27.250,72.751,46.319,53.681,8.00,224,0.875,bicubic,-49.341,-46.874,+89
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regnety_064,27.226,72.774,44.856,55.144,30.58,224,0.875,bicubic,-52.504,-49.906,-58
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tf_efficientnetv2_b2,27.181,72.819,44.556,55.444,10.10,260,0.890,bicubic,-53.033,-50.488,-86
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efficientnet_b1_pruned,27.173,72.827,45.874,54.126,6.33,240,0.882,bicubic,-51.077,-47.962,+19
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resnet33ts,27.141,72.859,45.346,54.654,19.68,256,0.900,bicubic,-52.073,-49.226,-27
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resnetrs50,27.116,72.884,45.051,54.949,35.69,224,0.910,bicubic,-52.754,-49.919,-72
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rexnet_130,27.114,72.886,45.951,54.049,7.56,224,0.875,bicubic,-52.382,-48.723,-51
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dla102x,27.059,72.941,45.507,54.493,26.31,224,0.875,bilinear,-51.453,-48.719,-1
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resnet32ts,27.047,72.953,45.287,54.713,17.96,256,0.900,bicubic,-51.973,-49.075,-22
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gmixer_24_224,27.016,72.984,44.375,55.625,24.72,224,0.875,bicubic,-51.036,-49.293,+23
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tv_resnet101,26.974,73.026,45.236,54.764,44.55,224,0.875,bilinear,-50.394,-48.324,+52
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resnext50d_32x4d,26.880,73.120,44.456,55.544,25.05,224,0.875,bicubic,-52.784,-50.410,-63
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regnetx_120,26.866,73.134,44.666,55.334,46.11,224,0.875,bicubic,-52.740,-50.064,-61
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rexnet_100,26.864,73.136,45.379,54.621,4.80,224,0.875,bicubic,-50.996,-48.497,+30
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densenet169,26.841,73.159,45.414,54.586,14.15,224,0.875,bicubic,-49.057,-47.610,+89
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regnety_120,26.811,73.189,44.489,55.511,51.82,224,0.875,bicubic,-53.575,-50.633,-115
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regnetx_064,26.805,73.195,44.945,55.055,26.21,224,0.875,bicubic,-52.255,-49.521,-32
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legacy_seresnext101_32x4d,26.797,73.203,43.497,56.503,48.96,224,0.875,bilinear,-53.424,-51.515,-103
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regnetx_032,26.721,73.279,45.255,54.745,15.30,224,0.875,bicubic,-51.429,-48.831,+9
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legacy_seresnet152,26.674,73.326,43.951,56.049,66.82,224,0.875,bilinear,-51.988,-50.425,-18
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densenet121,26.670,73.330,45.892,54.108,7.98,224,0.875,bicubic,-48.898,-46.760,+87
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efficientnet_es,26.621,73.379,45.126,54.874,5.44,224,0.875,bicubic,-51.461,-48.818,+10
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res2net50_26w_6s,26.595,73.405,44.006,55.994,37.05,224,0.875,bilinear,-51.971,-50.112,-18
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repvgg_b1g4,26.583,73.417,45.084,54.916,39.97,224,0.875,bilinear,-51.011,-48.758,+29
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dla60x,26.564,73.436,45.049,54.951,17.35,224,0.875,bilinear,-51.682,-48.975,-1
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regnety_080,26.540,73.460,44.375,55.625,39.18,224,0.875,bicubic,-53.332,-50.457,-93
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coat_lite_tiny,26.530,73.470,44.642,55.358,5.72,224,0.900,bicubic,-50.984,-49.274,+31
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tf_efficientnet_b0,26.483,73.517,45.654,54.346,5.29,224,0.875,bicubic,-50.363,-47.576,+54
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mobilenetv3_large_100_miil,26.469,73.531,44.493,55.507,5.48,224,0.875,bilinear,-51.443,-48.411,+11
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res2net50_14w_8s,26.467,73.533,44.379,55.621,25.06,224,0.875,bilinear,-51.667,-49.477,0
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gluon_resnet50_v1b,26.426,73.574,44.057,55.943,25.56,224,0.875,bicubic,-51.150,-49.665,+25
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tf_efficientnet_el,26.349,73.650,44.188,55.812,10.59,300,0.904,bicubic,-53.899,-50.936,-119
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lambda_resnet26t,26.340,73.660,44.428,55.572,10.96,256,0.940,bicubic,-52.768,-50.160,-52
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levit_128,26.328,73.672,44.133,55.867,9.21,224,0.900,bicubic,-52.138,-49.877,-24
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resmlp_12_distilled_224,26.318,73.682,44.902,55.098,15.35,224,0.875,bicubic,-51.626,-48.660,+4
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resmlp_big_24_224,26.314,73.686,43.565,56.435,129.14,224,0.875,bicubic,-54.718,-51.457,-169
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regnetx_040,26.245,73.755,44.458,55.542,22.12,224,0.875,bicubic,-52.239,-49.796,-29
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crossvit_9_dagger_240,26.180,73.820,44.548,55.452,8.78,240,0.875,bicubic,-50.809,-49.058,+38
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vit_small_patch32_224,26.178,73.822,45.118,54.882,22.88,224,0.900,bicubic,-49.816,-48.158,+62
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dpn68,26.118,73.882,44.239,55.761,12.61,224,0.875,bicubic,-50.176,-48.723,+58
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efficientnet_b1,26.065,73.935,44.084,55.916,7.79,256,1.000,bicubic,-52.739,-50.262,-45
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eca_halonext26ts,26.053,73.947,44.021,55.979,10.76,256,0.940,bicubic,-52.787,-50.235,-48
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lambda_resnet26rpt_256,26.019,73.981,44.222,55.778,10.99,256,0.940,bicubic,-52.949,-50.206,-53
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hrnet_w18,25.992,74.008,44.813,55.187,21.30,224,0.875,bilinear,-50.766,-48.625,+41
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hardcorenas_f,25.956,74.043,44.224,55.776,8.20,224,0.875,bilinear,-52.148,-49.570,-14
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regnety_040,25.929,74.071,43.850,56.150,20.65,224,0.875,bicubic,-53.299,-50.796,-71
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resnet34,25.894,74.106,43.990,56.010,21.80,224,0.875,bilinear,-49.218,-48.286,+72
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resnet26t,25.876,74.124,44.000,56.000,16.01,256,0.940,bicubic,-51.996,-49.834,-6
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res2net50_26w_4s,25.870,74.130,43.180,56.820,25.70,224,0.875,bilinear,-52.116,-50.668,-13
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tresnet_m_448,25.864,74.136,42.888,57.112,31.39,448,0.875,bilinear,-55.850,-52.682,-216
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coat_tiny,25.862,74.138,43.275,56.725,5.50,224,0.900,bicubic,-52.572,-50.759,-36
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hardcorenas_c,25.837,74.163,44.758,55.242,5.52,224,0.875,bilinear,-51.213,-48.414,+22
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gluon_resnet50_v1c,25.788,74.213,43.039,56.961,25.58,224,0.875,bicubic,-52.218,-50.949,-18
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halonet26t,25.750,74.250,43.239,56.761,12.48,256,0.950,bicubic,-53.384,-51.077,-74
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selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.253,-49.766,-18
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dla60_res2net,25.674,74.326,43.603,56.397,20.85,224,0.875,bilinear,-52.788,-50.605,-45
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hardcorenas_e,25.664,74.336,43.426,56.574,8.07,224,0.875,bilinear,-52.136,-50.270,-8
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dla60_res2next,25.636,74.364,43.675,56.325,17.03,224,0.875,bilinear,-52.806,-50.482,-45
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ecaresnet26t,25.546,74.454,43.681,56.319,16.01,320,0.950,bicubic,-54.288,-51.403,-121
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resmlp_12_224,25.532,74.468,44.349,55.651,15.35,224,0.875,bicubic,-51.122,-48.823,+28
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tf_efficientnet_lite1,25.530,74.470,43.597,56.403,5.42,240,0.882,bicubic,-51.134,-49.637,+26
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mixnet_l,25.520,74.480,43.483,56.517,7.33,224,0.875,bicubic,-53.460,-50.697,-74
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bat_resnext26ts,25.471,74.529,43.235,56.765,10.73,256,0.900,bicubic,-52.791,-50.865,-41
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tv_resnext50_32x4d,25.469,74.531,42.817,57.183,25.03,224,0.875,bilinear,-52.141,-50.867,-12
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tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.340,-51.470,-66
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repvgg_a2,25.436,74.564,43.980,56.020,28.21,224,0.875,bilinear,-51.044,-49.040,+29
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hardcorenas_b,25.410,74.590,44.200,55.800,5.18,224,0.875,bilinear,-51.120,-48.552,+26
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res2next50,25.402,74.598,42.516,57.484,24.67,224,0.875,bilinear,-52.840,-51.388,-43
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resnetv2_50x1_bitm,25.345,74.655,45.352,54.648,25.55,448,1.000,bilinear,-54.999,-50.334,-165
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dla102,25.328,74.672,43.819,56.181,33.27,224,0.875,bilinear,-52.700,-50.139,-36
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legacy_seresnet101,25.324,74.676,42.823,57.177,49.33,224,0.875,bilinear,-53.060,-51.441,-54
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hardcorenas_d,25.322,74.678,43.159,56.841,7.50,224,0.875,bilinear,-52.102,-50.327,-10
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selecsls60b,25.314,74.686,43.575,56.425,32.77,224,0.875,bicubic,-53.094,-50.601,-57
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resnest14d,25.294,74.706,44.092,55.908,10.61,224,0.875,bilinear,-50.212,-48.428,+36
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legacy_seresnext50_32x4d,25.226,74.775,41.968,58.032,27.56,224,0.875,bilinear,-53.853,-52.464,-92
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mixer_b16_224,25.143,74.857,41.223,58.777,59.88,224,0.875,bicubic,-51.479,-51.005,+13
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res2net50_48w_2s,25.029,74.971,42.215,57.785,25.29,224,0.875,bilinear,-52.505,-51.343,-20
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efficientnet_b0,25.019,74.981,42.801,57.199,5.29,224,0.875,bicubic,-52.685,-50.721,-28
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dla60,24.929,75.071,43.310,56.690,22.04,224,0.875,bilinear,-52.105,-50.014,-4
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gluon_resnet34_v1b,24.929,75.071,42.249,57.751,21.80,224,0.875,bicubic,-49.663,-49.747,+49
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mobilenetv2_120d,24.925,75.075,43.053,56.947,5.83,224,0.875,bicubic,-52.361,-50.459,-14
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regnety_016,24.815,75.185,42.628,57.372,11.20,224,0.875,bicubic,-53.049,-51.096,-39
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xcit_nano_12_p8_224_dist,24.807,75.193,43.088,56.912,3.05,224,1.000,bicubic,-51.523,-49.998,+13
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seresnext26ts,24.693,75.307,43.102,56.898,10.39,256,0.900,bicubic,-53.155,-50.686,-38
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eca_resnext26ts,24.660,75.340,42.872,57.128,10.30,256,0.900,bicubic,-52.790,-50.706,-24
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tf_efficientnet_lite2,24.530,75.470,42.251,57.749,6.09,260,0.890,bicubic,-52.952,-51.497,-27
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regnetx_016,24.502,75.498,42.514,57.486,9.19,224,0.875,bicubic,-52.444,-50.912,-9
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skresnet18,24.485,75.515,42.545,57.455,11.96,224,0.875,bicubic,-48.537,-48.625,+59
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pit_ti_distilled_224,24.400,75.600,42.734,57.266,5.10,224,0.900,bicubic,-50.130,-49.366,+41
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tf_efficientnet_lite0,24.400,75.600,42.490,57.510,4.65,224,0.875,bicubic,-50.432,-49.686,+34
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hardcorenas_a,24.363,75.637,43.292,56.708,5.26,224,0.875,bilinear,-51.549,-49.222,+12
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tv_resnet50,24.080,75.920,41.325,58.675,25.56,224,0.875,bilinear,-52.072,-51.553,+7
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levit_128s,24.068,75.932,41.017,58.983,7.78,224,0.900,bicubic,-52.470,-51.847,-1
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legacy_seresnet34,24.035,75.965,41.901,58.099,21.96,224,0.875,bilinear,-50.757,-50.227,+31
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xcit_nano_12_p16_384_dist,24.027,75.973,42.308,57.692,3.05,384,1.000,bicubic,-51.441,-50.368,+17
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xcit_nano_12_p8_384_dist,23.966,76.034,41.956,58.044,3.05,384,1.000,bicubic,-53.852,-52.078,-48
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gcresnext26ts,23.952,76.048,41.364,58.636,10.48,256,0.900,bicubic,-53.868,-52.462,-50
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resnet18d,23.936,76.064,42.300,57.700,11.71,224,0.875,bicubic,-48.332,-48.384,+57
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efficientnet_lite0,23.925,76.075,42.097,57.903,4.65,224,0.875,bicubic,-51.579,-50.419,+12
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resnext26ts,23.889,76.111,41.123,58.877,10.30,256,0.900,bicubic,-52.883,-52.007,-16
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efficientnet_es_pruned,23.854,76.146,42.003,57.997,5.44,224,0.875,bicubic,-51.142,-50.437,+22
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tv_densenet121,23.826,76.174,41.921,58.079,7.98,224,0.875,bicubic,-50.920,-50.233,+24
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mobilenetv2_140,23.701,76.299,41.494,58.506,6.11,224,0.875,bicubic,-52.815,-51.506,-9
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dla34,23.699,76.301,41.547,58.453,15.74,224,0.875,bilinear,-50.909,-50.511,+24
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mixnet_m,23.697,76.303,41.158,58.842,5.01,224,0.875,bicubic,-53.577,-52.264,-37
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legacy_seresnet50,23.646,76.354,40.107,59.893,28.09,224,0.875,bilinear,-53.992,-53.639,-55
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ese_vovnet19b_dw,23.545,76.455,41.276,58.724,6.54,224,0.875,bicubic,-53.279,-52.004,-24
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tf_mixnet_m,23.500,76.500,40.991,59.009,5.01,224,0.875,bicubic,-53.458,-52.175,-31
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tv_resnet34,23.490,76.510,41.398,58.602,21.80,224,0.875,bilinear,-49.814,-50.024,+35
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selecsls42b,23.404,76.596,40.659,59.341,32.46,224,0.875,bicubic,-53.786,-52.731,-41
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tf_efficientnet_em,23.394,76.606,40.411,59.589,6.90,240,0.882,bicubic,-54.748,-53.646,-82
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repvgg_b0,23.317,76.683,41.192,58.808,15.82,224,0.875,bilinear,-51.835,-51.222,+5
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xcit_nano_12_p16_224_dist,23.249,76.751,41.388,58.612,3.05,224,1.000,bicubic,-49.063,-49.464,+41
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mobilenetv2_110d,23.076,76.924,40.736,59.264,4.52,224,0.875,bicubic,-51.976,-51.452,+8
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vit_base_patch32_sam_224,23.042,76.958,39.557,60.443,88.22,224,0.900,bicubic,-50.658,-51.451,+25
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deit_tiny_distilled_patch16_224,22.712,77.288,40.773,59.227,5.91,224,0.900,bicubic,-51.812,-51.123,+15
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mobilenetv3_large_100,22.647,77.353,40.781,59.219,5.48,224,0.875,bicubic,-53.127,-51.759,-12
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mobilenetv3_rw,22.636,77.365,40.410,59.590,5.48,224,0.875,bicubic,-52.982,-52.303,-11
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tf_mobilenetv3_large_100,22.563,77.437,39.747,60.253,5.48,224,0.875,bilinear,-52.947,-52.861,-10
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tf_efficientnet_es,22.427,77.573,39.095,60.905,5.44,224,0.875,bicubic,-54.163,-54.117,-29
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xcit_nano_12_p8_224,22.396,77.604,40.675,59.325,3.05,224,1.000,bicubic,-51.516,-51.491,+16
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hrnet_w18_small_v2,22.357,77.644,39.899,60.101,15.60,224,0.875,bilinear,-52.750,-52.513,-2
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convit_tiny,22.256,77.744,39.684,60.316,5.71,224,0.875,bicubic,-50.856,-52.036,+23
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regnety_008,22.121,77.879,38.918,61.082,6.26,224,0.875,bicubic,-54.199,-54.150,-27
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seresnext26t_32x4d,22.009,77.991,38.501,61.499,16.81,224,0.875,bicubic,-55.969,-55.241,-87
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regnety_006,21.983,78.017,38.963,61.037,6.06,224,0.875,bicubic,-53.283,-53.571,-10
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regnetx_008,21.963,78.037,38.936,61.064,7.26,224,0.875,bicubic,-53.093,-53.412,-6
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vit_tiny_r_s16_p8_384,21.942,78.058,39.439,60.561,6.36,384,1.000,bicubic,-54.030,-53.833,-26
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resnet26d,21.930,78.070,38.639,61.361,16.01,224,0.875,bicubic,-54.760,-54.509,-43
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semnasnet_100,21.903,78.097,38.604,61.396,3.89,224,0.875,bicubic,-53.549,-54.002,-16
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pit_ti_224,21.869,78.131,39.537,60.463,4.85,224,0.900,bicubic,-51.053,-51.873,+18
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regnetx_006,21.739,78.260,38.932,61.068,6.20,224,0.875,bicubic,-52.107,-52.750,+7
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vit_tiny_patch16_384,21.728,78.272,39.335,60.665,5.79,384,1.000,bicubic,-56.718,-55.209,-121
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crossvit_9_240,21.706,78.294,39.268,60.732,8.55,240,0.875,bicubic,-52.276,-52.702,+2
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vgg19_bn,21.635,78.365,39.280,60.720,143.68,224,0.875,bilinear,-52.599,-52.574,-3
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ghostnet_100,21.625,78.374,38.714,61.286,5.18,224,0.875,bilinear,-52.358,-52.746,-1
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gluon_resnet18_v1b,21.547,78.453,38.895,61.105,11.69,224,0.875,bicubic,-49.287,-50.866,+26
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fbnetc_100,21.508,78.492,38.146,61.854,5.57,224,0.875,bilinear,-53.612,-54.228,-20
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xcit_nano_12_p16_224,21.437,78.563,39.804,60.196,3.05,224,1.000,bicubic,-48.535,-49.954,+27
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mnasnet_100,21.368,78.632,37.719,62.281,4.38,224,0.875,bicubic,-53.306,-54.379,-13
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ssl_resnet18,21.297,78.703,39.132,60.868,11.69,224,0.875,bilinear,-51.315,-52.288,+9
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resnet26,21.290,78.710,38.040,61.960,16.00,224,0.875,bicubic,-54.002,-54.534,-27
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seresnext26d_32x4d,21.285,78.715,37.332,62.668,16.81,224,0.875,bicubic,-56.300,-56.272,-89
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mixnet_s,21.268,78.732,38.209,61.791,4.13,224,0.875,bicubic,-54.726,-54.583,-44
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legacy_seresnext26_32x4d,21.075,78.925,37.629,62.371,16.79,224,0.875,bicubic,-56.019,-55.681,-72
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crossvit_tiny_240,21.054,78.946,38.071,61.929,7.01,240,0.875,bicubic,-52.290,-53.851,-3
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regnetx_004,20.908,79.092,37.568,62.432,5.16,224,0.875,bicubic,-51.482,-53.250,+4
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spnasnet_100,20.853,79.147,37.912,62.088,4.42,224,0.875,bilinear,-53.225,-53.908,-15
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legacy_seresnet18,20.800,79.200,37.619,62.381,11.78,224,0.875,bicubic,-50.934,-52.719,+11
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mobilenetv2_100,20.775,79.225,37.774,62.226,3.50,224,0.875,bicubic,-52.177,-53.228,-2
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tf_mixnet_s,20.470,79.530,36.639,63.361,4.13,224,0.875,bicubic,-55.214,-55.997,-45
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vit_tiny_patch16_224,20.452,79.548,37.625,62.375,5.72,224,0.900,bicubic,-55.002,-55.227,-39
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regnety_004,20.423,79.577,37.022,62.978,4.34,224,0.875,bicubic,-53.589,-54.744,-19
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hrnet_w18_small,20.366,79.634,37.100,62.900,13.19,224,0.875,bilinear,-51.966,-53.586,-1
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tf_mobilenetv3_large_075,20.362,79.638,36.770,63.230,3.99,224,0.875,bilinear,-53.088,-54.570,-14
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resnet18,20.238,79.762,37.260,62.740,11.69,224,0.875,bilinear,-49.502,-51.826,+12
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mixer_l16_224,20.160,79.840,32.950,67.050,208.20,224,0.875,bicubic,-51.906,-54.704,+1
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deit_tiny_patch16_224,20.142,79.858,37.578,62.422,5.72,224,0.900,bicubic,-52.018,-53.534,-1
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tf_mobilenetv3_large_minimal_100,20.120,79.880,36.902,63.098,3.92,224,0.875,bilinear,-52.132,-53.734,-3
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vgg16_bn,19.969,80.031,36.310,63.690,138.37,224,0.875,bilinear,-53.391,-55.182,-18
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vit_tiny_r_s16_p8_224,19.342,80.658,36.061,63.939,6.34,224,0.900,bicubic,-52.456,-54.763,-2
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vgg19,17.929,82.071,33.060,66.940,143.67,224,0.875,bilinear,-54.459,-57.826,-10
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vgg13_bn,17.821,82.179,34.047,65.953,133.05,224,0.875,bilinear,-53.743,-56.327,-1
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vgg16,17.540,82.460,32.767,67.233,138.36,224,0.875,bilinear,-54.044,-57.623,-3
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regnety_002,17.454,82.546,32.453,67.547,3.16,224,0.875,bicubic,-52.828,-57.091,0
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vgg11_bn,17.409,82.591,33.039,66.961,132.87,224,0.875,bilinear,-52.953,-56.767,-2
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regnetx_002,16.962,83.038,32.237,67.763,2.68,224,0.875,bicubic,-51.788,-56.323,+3
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dla60x_c,16.320,83.680,31.773,68.227,1.32,224,0.875,bilinear,-51.592,-56.645,+5
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eca_botnext26ts_256,16.257,83.743,30.623,69.376,10.59,256,0.950,bicubic,-57.621,-61.164,-31
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tf_mobilenetv3_small_100,16.224,83.776,31.241,68.760,2.54,224,0.875,bilinear,-51.703,-56.436,+2
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vgg13,16.116,83.885,30.987,69.013,133.05,224,0.875,bilinear,-53.823,-58.271,-4
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vgg11,15.728,84.272,30.464,69.536,132.86,224,0.875,bilinear,-53.320,-58.172,-3
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tf_mobilenetv3_small_075,14.942,85.058,29.594,70.406,2.04,224,0.875,bilinear,-50.778,-56.542,+2
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dla46_c,14.677,85.323,29.372,70.628,1.30,224,0.875,bilinear,-50.193,-56.922,+2
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dla46x_c,14.382,85.618,29.197,70.803,1.07,224,0.875,bilinear,-51.594,-57.791,-1
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tf_mobilenetv3_small_minimal_100,13.983,86.017,27.992,72.008,2.04,224,0.875,bilinear,-48.925,-56.254,+1
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botnet26t_256,13.543,86.457,26.420,73.580,12.49,256,0.950,bicubic,-55.003,-62.276,-6
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Ross Wightman
3 years ago