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20 KiB
20 KiB
| 1 | model | rank_diff | top1 | top1_diff | top1_err | top5 | top5_diff | top5_err | param_count | img_size | cropt_pct | interpolation |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | tf_efficientnet_l2_ns_475 | +1 | 62.387 | -25.847 | 37.613 | 87.107 | -11.439 | 12.893 | 480.31 | 475 | 0.936 | bicubic |
| 3 | tf_efficientnet_l2_ns | -1 | 62.027 | -26.325 | 37.973 | 87.960 | -10.688 | 12.040 | 480.31 | 800 | 0.960 | bicubic |
| 4 | tf_efficientnet_b7_ns | = | 45.720 | -41.118 | 54.280 | 74.200 | -23.894 | 25.800 | 66.35 | 600 | 0.949 | bicubic |
| 5 | ig_resnext101_32x48d | +2 | 41.573 | -43.869 | 58.427 | 66.613 | -30.959 | 33.387 | 828.41 | 224 | 0.875 | bilinear |
| 6 | tf_efficientnet_b6_ns | -1 | 40.427 | -46.035 | 59.573 | 68.840 | -29.044 | 31.160 | 43.04 | 528 | 0.942 | bicubic |
| 7 | ig_resnext101_32x32d | +5 | 39.413 | -45.679 | 60.587 | 63.760 | -33.676 | 36.240 | 468.53 | 224 | 0.875 | bilinear |
| 8 | tf_efficientnet_b5_ns | -2 | 39.013 | -47.067 | 60.987 | 68.040 | -29.714 | 31.960 | 30.39 | 456 | 0.934 | bicubic |
| 9 | ig_resnext101_32x16d | +9 | 36.053 | -48.123 | 63.947 | 59.040 | -38.156 | 40.960 | 194.03 | 224 | 0.875 | bilinear |
| 10 | swsl_resnext101_32x8d | +5 | 32.067 | -52.227 | 67.933 | 59.400 | -37.774 | 40.600 | 88.79 | 224 | 0.875 | bilinear |
| 11 | tf_efficientnet_b4_ns | -1 | 30.800 | -54.358 | 69.200 | 59.440 | -38.028 | 40.560 | 19.34 | 380 | 0.922 | bicubic |
| 12 | tf_efficientnet_b8_ap | -3 | 29.600 | -55.768 | 70.400 | 56.933 | -40.361 | 43.067 | 87.41 | 672 | 0.954 | bicubic |
| 13 | tf_efficientnet_b8 | -5 | 29.373 | -55.997 | 70.627 | 57.067 | -40.325 | 42.933 | 87.41 | 672 | 0.954 | bicubic |
| 14 | ig_resnext101_32x8d | +16 | 28.707 | -53.981 | 71.293 | 52.320 | -44.312 | 47.680 | 88.79 | 224 | 0.875 | bilinear |
| 15 | swsl_resnext101_32x16d | +8 | 27.947 | -55.391 | 72.053 | 52.320 | -44.532 | 47.680 | 194.03 | 224 | 0.875 | bilinear |
| 16 | tf_efficientnet_b7_ap | -5 | 27.813 | -57.305 | 72.187 | 54.773 | -42.479 | 45.227 | 66.35 | 600 | 0.949 | bicubic |
| 17 | resnest269e | = | 27.613 | -56.573 | 72.387 | 53.107 | -43.815 | 46.893 | 110.93 | 416 | 0.875 | bilinear |
| 18 | tresnet_xl_448 | +8 | 26.880 | -56.168 | 73.120 | 51.093 | -45.081 | 48.907 | 78.44 | 448 | 0.875 | bilinear |
| 19 | resnest200e | +2 | 26.427 | -57.407 | 73.573 | 51.933 | -44.905 | 48.067 | 70.20 | 320 | 0.875 | bilinear |
| 20 | swsl_resnext101_32x4d | +5 | 25.347 | -57.887 | 74.653 | 49.627 | -47.129 | 50.373 | 44.18 | 224 | 0.875 | bilinear |
| 21 | tf_efficientnet_b7 | -8 | 25.253 | -59.679 | 74.747 | 51.667 | -45.541 | 48.333 | 66.35 | 600 | 0.949 | bicubic |
| 22 | tresnet_l_448 | +11 | 24.573 | -57.695 | 75.427 | 48.600 | -47.378 | 51.400 | 55.99 | 448 | 0.875 | bilinear |
| 23 | tf_efficientnet_b6_ap | -9 | 24.347 | -60.439 | 75.653 | 50.427 | -46.711 | 49.573 | 43.04 | 528 | 0.942 | bicubic |
| 24 | tf_efficientnet_b6 | -5 | 20.373 | -63.739 | 79.627 | 45.493 | -51.391 | 54.507 | 43.04 | 528 | 0.942 | bicubic |
| 25 | tresnet_m_448 | +15 | 19.680 | -62.032 | 80.320 | 42.760 | -52.810 | 57.240 | 31.39 | 448 | 0.875 | bilinear |
| 26 | tf_efficientnet_b5_ap | -10 | 19.467 | -64.787 | 80.533 | 44.720 | -52.256 | 55.280 | 30.39 | 456 | 0.934 | bicubic |
| 27 | tf_efficientnet_b3_ns | -7 | 19.413 | -64.641 | 80.587 | 44.627 | -52.285 | 55.373 | 12.23 | 300 | 0.904 | bicubic |
| 28 | swsl_resnext50_32x4d | +6 | 18.067 | -64.113 | 81.933 | 41.867 | -54.361 | 58.133 | 25.03 | 224 | 0.875 | bilinear |
| 29 | ssl_resnext101_32x16d | +9 | 17.213 | -64.623 | 82.787 | 39.947 | -56.147 | 60.053 | 194.03 | 224 | 0.875 | bilinear |
| 30 | tf_efficientnet_b5 | -8 | 17.067 | -66.749 | 82.933 | 41.907 | -54.843 | 58.093 | 30.39 | 456 | 0.934 | bicubic |
| 31 | resnest101e | -3 | 16.493 | -66.397 | 83.507 | 40.747 | -55.577 | 59.253 | 48.28 | 256 | 0.875 | bilinear |
| 32 | swsl_resnet50 | +17 | 15.987 | -65.193 | 84.013 | 38.853 | -57.133 | 61.147 | 25.56 | 224 | 0.875 | bilinear |
| 33 | ssl_resnext101_32x8d | +9 | 15.120 | -66.506 | 84.880 | 37.720 | -58.318 | 62.280 | 88.79 | 224 | 0.875 | bilinear |
| 34 | tf_efficientnet_b4_ap | -10 | 13.680 | -69.568 | 86.320 | 35.920 | -60.468 | 64.080 | 19.34 | 380 | 0.922 | bicubic |
| 35 | ecaresnet101d | = | 13.307 | -68.859 | 86.693 | 35.533 | -60.519 | 64.467 | 44.57 | 224 | 0.875 | bicubic |
| 36 | tf_efficientnet_b4 | -9 | 13.307 | -69.709 | 86.693 | 35.520 | -60.778 | 64.480 | 19.34 | 380 | 0.922 | bicubic |
| 37 | pnasnet5large | -8 | 13.080 | -69.660 | 86.920 | 32.213 | -63.827 | 67.787 | 86.06 | 331 | 0.875 | bicubic |
| 38 | nasnetalarge | -7 | 12.573 | -69.985 | 87.427 | 33.413 | -62.623 | 66.587 | 88.75 | 331 | 0.875 | bicubic |
| 39 | ssl_resnext101_32x4d | +15 | 12.120 | -68.808 | 87.880 | 31.893 | -63.835 | 68.107 | 44.18 | 224 | 0.875 | bilinear |
| 40 | tf_efficientnet_b2_ns | -8 | 11.787 | -70.593 | 88.213 | 32.960 | -63.292 | 67.040 | 9.11 | 260 | 0.890 | bicubic |
| 41 | gluon_senet154 | +7 | 9.907 | -71.317 | 90.093 | 26.453 | -68.903 | 73.547 | 115.09 | 224 | 0.875 | bicubic |
| 42 | resnest50d_4s2x40d | +8 | 9.787 | -71.327 | 90.213 | 29.147 | -66.421 | 70.853 | 30.42 | 224 | 0.875 | bicubic |
| 43 | ssl_resnext50_32x4d | +30 | 9.667 | -70.661 | 90.333 | 28.427 | -66.977 | 71.573 | 25.03 | 224 | 0.875 | bilinear |
| 44 | senet154 | +3 | 9.453 | -71.851 | 90.547 | 26.440 | -69.058 | 73.560 | 115.09 | 224 | 0.875 | bilinear |
| 45 | tresnet_xl | -9 | 9.307 | -72.763 | 90.693 | 28.413 | -67.515 | 71.587 | 78.44 | 224 | 0.875 | bilinear |
| 46 | efficientnet_b3a | -9 | 9.267 | -72.607 | 90.733 | 28.427 | -67.413 | 71.573 | 12.23 | 320 | 1.000 | bicubic |
| 47 | efficientnet_b3 | -3 | 8.947 | -72.551 | 91.053 | 28.213 | -67.505 | 71.787 | 12.23 | 300 | 0.904 | bicubic |
| 48 | inception_v4 | +32 | 8.920 | -71.236 | 91.080 | 24.707 | -70.267 | 75.293 | 42.68 | 299 | 0.875 | bicubic |
| 49 | gluon_seresnext101_64x4d | +7 | 8.867 | -72.023 | 91.133 | 27.320 | -67.984 | 72.680 | 88.23 | 224 | 0.875 | bicubic |
| 50 | tf_efficientnet_b1_ns | -4 | 8.613 | -72.773 | 91.387 | 27.280 | -68.458 | 72.720 | 7.79 | 240 | 0.882 | bicubic |
| 51 | resnest50d_1s4x24d | +1 | 8.520 | -72.470 | 91.480 | 26.787 | -68.535 | 73.213 | 25.68 | 224 | 0.875 | bicubic |
| 52 | ecaresnet50d | +10 | 8.507 | -72.097 | 91.493 | 26.267 | -69.055 | 73.733 | 25.58 | 224 | 0.875 | bicubic |
| 53 | gluon_xception65 | +45 | 8.467 | -71.137 | 91.533 | 25.133 | -69.615 | 74.867 | 39.92 | 299 | 0.875 | bicubic |
| 54 | gluon_resnet152_v1d | +11 | 8.413 | -72.057 | 91.587 | 23.453 | -71.753 | 76.547 | 60.21 | 224 | 0.875 | bicubic |
| 55 | inception_resnet_v2 | +11 | 8.160 | -72.300 | 91.840 | 23.533 | -71.777 | 76.467 | 55.84 | 299 | 0.897 | bicubic |
| 56 | tf_efficientnet_b3_ap | -17 | 8.133 | -73.695 | 91.867 | 26.280 | -69.344 | 73.720 | 12.23 | 300 | 0.904 | bicubic |
| 57 | gluon_seresnext101_32x4d | -2 | 8.040 | -72.862 | 91.960 | 24.733 | -70.561 | 75.267 | 48.96 | 224 | 0.875 | bicubic |
| 58 | tf_efficientnet_b3 | -17 | 8.013 | -73.627 | 91.987 | 25.467 | -70.255 | 74.533 | 12.23 | 300 | 0.904 | bicubic |
| 59 | ens_adv_inception_resnet_v2 | +25 | 7.987 | -71.989 | 92.013 | 23.827 | -71.119 | 76.173 | 55.84 | 299 | 0.897 | bicubic |
| 60 | tf_efficientnet_lite4 | -17 | 7.933 | -73.595 | 92.067 | 25.560 | -70.108 | 74.440 | 13.01 | 380 | 0.920 | bilinear |
| 61 | tresnet_l | -16 | 7.880 | -73.608 | 92.120 | 25.187 | -70.441 | 74.813 | 55.99 | 224 | 0.875 | bilinear |
| 62 | gluon_resnet152_v1s | -11 | 7.867 | -73.145 | 92.133 | 23.173 | -72.243 | 76.827 | 60.32 | 224 | 0.875 | bicubic |
| 63 | resnest50d | -10 | 7.747 | -73.211 | 92.253 | 25.293 | -70.089 | 74.707 | 27.48 | 224 | 0.875 | bilinear |
| 64 | gluon_resnext101_64x4d | -1 | 7.707 | -72.895 | 92.293 | 23.240 | -71.754 | 76.760 | 83.46 | 224 | 0.875 | bicubic |
| 65 | skresnext50_32x4d | +16 | 7.080 | -73.070 | 92.920 | 23.027 | -71.617 | 76.973 | 27.48 | 224 | 0.875 | bicubic |
| 66 | ssl_resnet50 | +45 | 7.000 | -72.228 | 93.000 | 23.920 | -70.912 | 76.080 | 25.56 | 224 | 0.875 | bilinear |
| 67 | regnety_320 | -9 | 6.920 | -73.894 | 93.080 | 23.040 | -72.200 | 76.960 | 145.05 | 224 | 0.875 | bicubic |
| 68 | ecaresnet101d_pruned | -9 | 6.800 | -74.008 | 93.200 | 24.200 | -71.428 | 75.800 | 24.88 | 224 | 0.875 | bicubic |
| 69 | ecaresnetlight | -2 | 6.760 | -73.694 | 93.240 | 22.560 | -72.696 | 77.440 | 30.16 | 224 | 0.875 | bicubic |
| 70 | efficientnet_b2a | -9 | 6.760 | -73.848 | 93.240 | 23.493 | -71.817 | 76.507 | 9.11 | 288 | 1.000 | bicubic |
| 71 | seresnext101_32x4d | +7 | 6.413 | -73.823 | 93.587 | 21.520 | -73.508 | 78.480 | 48.96 | 224 | 0.875 | bilinear |
| 72 | efficientnet_b2 | -2 | 6.093 | -74.309 | 93.907 | 21.933 | -73.143 | 78.067 | 9.11 | 260 | 0.875 | bicubic |
| 73 | gluon_resnext101_32x4d | -1 | 6.040 | -74.294 | 93.960 | 21.133 | -73.793 | 78.867 | 44.18 | 224 | 0.875 | bicubic |
| 74 | regnetx_320 | +3 | 5.987 | -74.259 | 94.013 | 19.880 | -75.142 | 80.120 | 107.81 | 224 | 0.875 | bicubic |
| 75 | ese_vovnet39b | +29 | 5.973 | -73.347 | 94.027 | 21.293 | -73.417 | 78.707 | 24.57 | 224 | 0.875 | bicubic |
| 76 | gluon_resnet101_v1d | -7 | 5.920 | -74.504 | 94.080 | 19.947 | -75.073 | 80.053 | 44.57 | 224 | 0.875 | bicubic |
| 77 | gluon_seresnext50_32x4d | +10 | 5.787 | -74.125 | 94.213 | 21.427 | -73.391 | 78.573 | 27.56 | 224 | 0.875 | bicubic |
| 78 | efficientnet_b3_pruned | -21 | 5.733 | -75.123 | 94.267 | 21.360 | -73.880 | 78.640 | 9.86 | 300 | 0.904 | bicubic |
| 79 | regnety_160 | -3 | 5.640 | -74.660 | 94.360 | 19.347 | -75.615 | 80.653 | 83.59 | 224 | 0.875 | bicubic |
| 80 | gluon_inception_v3 | +47 | 5.507 | -73.297 | 94.493 | 19.947 | -74.433 | 80.053 | 23.83 | 299 | 0.875 | bicubic |
| 81 | mixnet_xl | -17 | 5.480 | -74.998 | 94.520 | 21.093 | -73.839 | 78.907 | 11.90 | 224 | 0.875 | bicubic |
| 82 | tresnet_m | -22 | 5.440 | -75.356 | 94.560 | 19.960 | -74.896 | 80.040 | 31.39 | 224 | 0.875 | bilinear |
| 83 | regnety_120 | -12 | 5.413 | -74.969 | 94.587 | 19.853 | -75.275 | 80.147 | 51.82 | 224 | 0.875 | bicubic |
| 84 | gluon_resnet101_v1s | -9 | 5.280 | -75.020 | 94.720 | 19.547 | -75.603 | 80.453 | 44.67 | 224 | 0.875 | bicubic |
| 85 | hrnet_w64 | +16 | 5.133 | -74.339 | 94.867 | 19.453 | -75.197 | 80.547 | 128.06 | 224 | 0.875 | bilinear |
| 86 | regnety_080 | +2 | 5.000 | -74.868 | 95.000 | 18.600 | -76.232 | 81.400 | 39.18 | 224 | 0.875 | bicubic |
| 87 | efficientnet_b2_pruned | -2 | 4.947 | -74.971 | 95.053 | 19.347 | -75.501 | 80.653 | 8.31 | 260 | 0.890 | bicubic |
| 88 | dpn107 | -9 | 4.880 | -75.284 | 95.120 | 17.613 | -77.299 | 82.387 | 86.92 | 224 | 0.875 | bicubic |
| 89 | gluon_resnet152_v1c | -3 | 4.867 | -75.049 | 95.133 | 17.773 | -77.069 | 82.227 | 60.21 | 224 | 0.875 | bicubic |
| 90 | adv_inception_v3 | +76 | 4.747 | -72.833 | 95.253 | 17.547 | -76.177 | 82.453 | 23.83 | 299 | 0.875 | bicubic |
| 91 | dla102x2 | +11 | 4.747 | -74.705 | 95.253 | 18.960 | -75.684 | 81.040 | 41.75 | 224 | 0.875 | bilinear |
| 92 | tf_inception_v3 | +68 | 4.747 | -73.109 | 95.253 | 17.747 | -75.897 | 82.253 | 23.83 | 299 | 0.875 | bicubic |
| 93 | hrnet_w48 | +13 | 4.720 | -74.590 | 95.280 | 18.440 | -76.078 | 81.560 | 77.47 | 224 | 0.875 | bilinear |
| 94 | dpn131 | -4 | 4.640 | -75.188 | 95.360 | 16.867 | -77.837 | 83.133 | 79.25 | 224 | 0.875 | bicubic |
| 95 | gluon_resnet152_v1b | = | 4.587 | -75.105 | 95.413 | 16.533 | -78.205 | 83.467 | 60.19 | 224 | 0.875 | bicubic |
| 96 | ecaresnet50d_pruned | -3 | 4.547 | -75.171 | 95.453 | 18.547 | -76.343 | 81.453 | 19.94 | 224 | 0.875 | bicubic |
| 97 | dpn92 | -14 | 4.493 | -75.523 | 95.507 | 18.200 | -76.638 | 81.800 | 37.67 | 224 | 0.875 | bicubic |
| 98 | hrnet_w44 | +25 | 4.493 | -74.401 | 95.507 | 17.347 | -77.023 | 82.653 | 67.06 | 224 | 0.875 | bilinear |
| 99 | regnetx_160 | -10 | 4.373 | -75.493 | 95.627 | 17.093 | -77.735 | 82.907 | 54.28 | 224 | 0.875 | bicubic |
| 100 | resnext50d_32x4d | -4 | 4.347 | -75.327 | 95.653 | 17.773 | -77.095 | 82.227 | 25.05 | 224 | 0.875 | bicubic |
| 101 | xception | +18 | 4.347 | -74.701 | 95.653 | 16.760 | -77.632 | 83.240 | 22.86 | 299 | 0.897 | bicubic |
| 102 | seresnext50_32x4d | +14 | 4.280 | -74.796 | 95.720 | 17.813 | -76.621 | 82.187 | 27.56 | 224 | 0.875 | bilinear |
| 103 | resnext50_32x4d | -11 | 4.253 | -75.509 | 95.747 | 18.387 | -76.213 | 81.613 | 25.03 | 224 | 0.875 | bicubic |
| 104 | tf_efficientnet_cc_b1_8e | +4 | 4.240 | -75.058 | 95.760 | 15.947 | -78.417 | 84.053 | 39.72 | 240 | 0.882 | bicubic |
| 105 | regnety_064 | -11 | 4.227 | -75.485 | 95.773 | 17.187 | -77.587 | 82.813 | 30.58 | 224 | 0.875 | bicubic |
| 106 | tf_efficientnet_el | -38 | 4.227 | -76.221 | 95.773 | 18.173 | -76.987 | 81.827 | 10.59 | 300 | 0.904 | bicubic |
| 107 | inception_v3 | +64 | 4.187 | -73.249 | 95.813 | 16.293 | -77.183 | 83.707 | 23.83 | 299 | 0.875 | bicubic |
| 108 | tf_efficientnet_b2_ap | -34 | 4.173 | -76.133 | 95.827 | 18.320 | -76.708 | 81.680 | 9.11 | 260 | 0.890 | bicubic |
| 109 | seresnet152 | +24 | 4.147 | -74.511 | 95.853 | 15.893 | -78.481 | 84.107 | 66.82 | 224 | 0.875 | bilinear |
| 110 | resnext101_32x8d | -5 | 4.133 | -75.179 | 95.867 | 16.987 | -77.539 | 83.013 | 88.79 | 224 | 0.875 | bilinear |
| 111 | tf_efficientnet_b0_ns | +23 | 4.133 | -74.519 | 95.867 | 17.680 | -76.688 | 82.320 | 5.29 | 224 | 0.875 | bicubic |
| 112 | dpn98 | -15 | 4.080 | -75.556 | 95.920 | 15.947 | -78.647 | 84.053 | 61.57 | 224 | 0.875 | bicubic |
| 113 | res2net101_26w_4s | +2 | 4.000 | -75.196 | 96.000 | 14.827 | -79.613 | 85.173 | 45.21 | 224 | 0.875 | bilinear |
| 114 | efficientnet_b1 | +17 | 3.973 | -74.725 | 96.027 | 15.760 | -78.392 | 84.240 | 7.79 | 240 | 0.875 | bicubic |
| 115 | tf_efficientnet_lite3 | -24 | 3.933 | -75.879 | 96.067 | 16.520 | -78.394 | 83.480 | 8.20 | 300 | 0.904 | bilinear |
| 116 | tf_efficientnet_b2 | -34 | 3.773 | -76.317 | 96.227 | 16.613 | -78.293 | 83.387 | 9.11 | 260 | 0.890 | bicubic |
| 117 | regnety_040 | -5 | 3.747 | -75.475 | 96.253 | 16.400 | -78.256 | 83.600 | 20.65 | 224 | 0.875 | bicubic |
| 118 | hrnet_w30 | +31 | 3.680 | -74.516 | 96.320 | 15.573 | -78.647 | 84.427 | 37.71 | 224 | 0.875 | bilinear |
| 119 | hrnet_w32 | +23 | 3.653 | -74.795 | 96.347 | 14.787 | -79.401 | 85.213 | 41.23 | 224 | 0.875 | bilinear |
| 120 | hrnet_w40 | +2 | 3.653 | -75.281 | 96.347 | 15.440 | -79.026 | 84.560 | 57.56 | 224 | 0.875 | bilinear |
| 121 | regnetx_120 | -22 | 3.627 | -75.963 | 96.373 | 15.973 | -78.767 | 84.027 | 46.11 | 224 | 0.875 | bicubic |
| 122 | seresnext26t_32x4d | +34 | 3.613 | -74.375 | 96.387 | 15.893 | -77.813 | 84.107 | 16.82 | 224 | 0.875 | bicubic |
| 123 | tf_efficientnet_b1_ap | -13 | 3.547 | -75.731 | 96.453 | 15.067 | -79.241 | 84.933 | 7.79 | 240 | 0.882 | bicubic |
| 124 | seresnext26tn_32x4d | +31 | 3.507 | -74.483 | 96.493 | 15.760 | -77.988 | 84.240 | 16.81 | 224 | 0.875 | bicubic |
| 125 | resnest26d | +13 | 3.493 | -74.989 | 96.507 | 15.667 | -78.623 | 84.333 | 17.07 | 224 | 0.875 | bilinear |
| 126 | dla169 | +4 | 3.467 | -75.243 | 96.533 | 15.333 | -79.005 | 84.667 | 53.99 | 224 | 0.875 | bilinear |
| 127 | gluon_resnext50_32x4d | -24 | 3.453 | -75.903 | 96.547 | 16.120 | -78.304 | 83.880 | 25.03 | 224 | 0.875 | bicubic |
| 128 | mixnet_l | -7 | 3.440 | -75.536 | 96.560 | 15.307 | -78.877 | 84.693 | 7.33 | 224 | 0.875 | bicubic |
| 129 | seresnext26d_32x4d | +36 | 3.400 | -74.204 | 96.600 | 16.160 | -77.452 | 83.840 | 16.81 | 224 | 0.875 | bicubic |
| 130 | res2net50_26w_8s | -17 | 3.333 | -75.877 | 96.667 | 14.040 | -80.322 | 85.960 | 48.40 | 224 | 0.875 | bilinear |
| 131 | resnetblur50 | -22 | 3.333 | -75.957 | 96.667 | 15.587 | -79.045 | 84.413 | 25.56 | 224 | 0.875 | bicubic |
| 132 | dla102x | +4 | 3.307 | -75.201 | 96.693 | 15.120 | -79.114 | 84.880 | 26.77 | 224 | 0.875 | bilinear |
| 133 | gluon_resnet101_v1c | -33 | 3.307 | -76.237 | 96.693 | 14.120 | -80.466 | 85.880 | 44.57 | 224 | 0.875 | bicubic |
| 134 | seresnet101 | +10 | 3.253 | -75.143 | 96.747 | 15.453 | -78.805 | 84.547 | 49.33 | 224 | 0.875 | bilinear |
| 135 | densenetblur121d | +55 | 3.067 | -73.509 | 96.933 | 14.280 | -78.910 | 85.720 | 8.00 | 224 | 0.875 | bicubic |
| 136 | dla60_res2next | +5 | 3.040 | -75.408 | 96.960 | 14.453 | -79.691 | 85.547 | 17.33 | 224 | 0.875 | bilinear |
| 137 | regnety_032 | -13 | 3.027 | -75.843 | 96.973 | 14.240 | -80.162 | 85.760 | 19.44 | 224 | 0.875 | bicubic |
| 138 | gluon_resnet50_v1d | -21 | 3.013 | -76.061 | 96.987 | 14.627 | -79.849 | 85.373 | 25.58 | 224 | 0.875 | bicubic |
| 139 | wide_resnet101_2 | -14 | 2.960 | -75.886 | 97.040 | 13.947 | -80.337 | 86.053 | 126.89 | 224 | 0.875 | bilinear |
| 140 | efficientnet_b1_pruned | +7 | 2.933 | -75.309 | 97.067 | 14.413 | -79.419 | 85.587 | 6.33 | 240 | 0.882 | bicubic |
| 141 | gluon_resnet50_v1s | -12 | 2.920 | -75.792 | 97.080 | 13.120 | -81.122 | 86.880 | 25.68 | 224 | 0.875 | bicubic |
| 142 | tf_efficientnet_b1 | -16 | 2.867 | -75.965 | 97.133 | 13.507 | -80.689 | 86.493 | 7.79 | 240 | 0.882 | bicubic |
| 143 | res2net50_26w_6s | -8 | 2.840 | -75.734 | 97.160 | 12.600 | -81.526 | 87.400 | 37.05 | 224 | 0.875 | bilinear |
| 144 | efficientnet_b0 | +18 | 2.813 | -74.879 | 97.187 | 13.907 | -79.625 | 86.093 | 5.29 | 224 | 0.875 | bicubic |
| 145 | tf_mixnet_l | -17 | 2.813 | -75.957 | 97.187 | 13.040 | -80.964 | 86.960 | 7.33 | 224 | 0.875 | bicubic |
| 146 | regnetx_064 | -28 | 2.787 | -76.279 | 97.213 | 13.880 | -80.576 | 86.120 | 26.21 | 224 | 0.875 | bicubic |
| 147 | dpn68b | +21 | 2.707 | -74.807 | 97.293 | 12.640 | -81.182 | 87.360 | 12.61 | 224 | 0.875 | bicubic |
| 148 | selecsls60b | -5 | 2.693 | -75.725 | 97.307 | 13.173 | -80.993 | 86.827 | 32.77 | 224 | 0.875 | bicubic |
| 149 | tf_efficientnet_cc_b0_8e | +10 | 2.680 | -75.228 | 97.320 | 12.773 | -80.883 | 87.227 | 24.01 | 224 | 0.875 | bicubic |
| 150 | dla60_res2net | -11 | 2.640 | -75.832 | 97.360 | 14.200 | -80.004 | 85.800 | 21.15 | 224 | 0.875 | bilinear |
| 151 | gluon_resnet101_v1b | -44 | 2.627 | -76.677 | 97.373 | 13.573 | -80.951 | 86.427 | 44.55 | 224 | 0.875 | bicubic |
| 152 | dla60x | -6 | 2.613 | -75.629 | 97.387 | 13.333 | -80.689 | 86.667 | 17.65 | 224 | 0.875 | bilinear |
| 153 | mixnet_m | +25 | 2.547 | -74.709 | 97.453 | 12.427 | -80.991 | 87.573 | 5.01 | 224 | 0.875 | bicubic |
| 154 | skresnet34 | +31 | 2.520 | -74.390 | 97.480 | 12.773 | -80.543 | 87.227 | 22.28 | 224 | 0.875 | bicubic |
| 155 | efficientnet_es | -3 | 2.373 | -75.681 | 97.627 | 13.880 | -80.050 | 86.120 | 5.44 | 224 | 0.875 | bicubic |
| 156 | resnet152 | -11 | 2.360 | -75.952 | 97.640 | 12.200 | -81.846 | 87.800 | 60.19 | 224 | 0.875 | bilinear |
| 157 | regnetx_080 | -43 | 2.347 | -76.851 | 97.653 | 12.693 | -81.865 | 87.307 | 39.57 | 224 | 0.875 | bicubic |
| 158 | swsl_resnet18 | +64 | 2.333 | -70.953 | 97.667 | 11.213 | -80.519 | 88.787 | 11.69 | 224 | 0.875 | bilinear |
| 159 | wide_resnet50_2 | -19 | 2.320 | -76.148 | 97.680 | 11.800 | -82.286 | 88.200 | 68.88 | 224 | 0.875 | bilinear |
| 160 | seresnext26_32x4d | +20 | 2.293 | -74.807 | 97.707 | 12.440 | -80.870 | 87.560 | 16.79 | 224 | 0.875 | bicubic |
| 161 | hrnet_w18 | +26 | 2.267 | -74.489 | 97.733 | 11.853 | -81.589 | 88.147 | 21.30 | 224 | 0.875 | bilinear |
| 162 | dla102 | -9 | 2.253 | -75.773 | 97.747 | 12.120 | -81.830 | 87.880 | 33.73 | 224 | 0.875 | bilinear |
| 163 | resnet50 | -43 | 2.227 | -76.805 | 97.773 | 11.333 | -83.051 | 88.667 | 25.56 | 224 | 0.875 | bicubic |
| 164 | regnety_016 | -3 | 2.173 | -75.679 | 97.827 | 11.440 | -82.276 | 88.560 | 11.20 | 224 | 0.875 | bicubic |
| 165 | regnetx_040 | -28 | 2.160 | -76.326 | 97.840 | 11.800 | -82.442 | 88.200 | 22.12 | 224 | 0.875 | bicubic |
| 166 | resnest14d | +36 | 2.147 | -73.357 | 97.853 | 10.400 | -82.114 | 89.600 | 10.61 | 224 | 0.875 | bilinear |
| 167 | selecsls60 | -10 | 2.080 | -75.902 | 97.920 | 12.840 | -80.992 | 87.160 | 30.67 | 224 | 0.875 | bicubic |
| 168 | tf_efficientnet_cc_b0_4e | +6 | 2.080 | -75.224 | 97.920 | 10.973 | -82.359 | 89.027 | 13.31 | 224 | 0.875 | bicubic |
| 169 | res2next50 | -21 | 2.067 | -76.175 | 97.933 | 11.453 | -82.439 | 88.547 | 24.67 | 224 | 0.875 | bilinear |
| 170 | seresnet50 | -7 | 2.067 | -75.569 | 97.933 | 12.267 | -81.485 | 87.733 | 28.09 | 224 | 0.875 | bilinear |
| 171 | densenet161 | +2 | 1.973 | -75.375 | 98.027 | 10.587 | -83.061 | 89.413 | 28.68 | 224 | 0.875 | bicubic |
| 172 | tf_efficientnet_b0_ap | +9 | 1.960 | -75.124 | 98.040 | 10.800 | -82.454 | 89.200 | 5.29 | 224 | 0.875 | bicubic |
| 173 | regnetx_032 | -23 | 1.920 | -76.246 | 98.080 | 10.947 | -83.133 | 89.053 | 15.30 | 224 | 0.875 | bicubic |
| 174 | tf_efficientnet_em | -42 | 1.813 | -76.885 | 98.187 | 11.627 | -82.693 | 88.373 | 6.90 | 240 | 0.882 | bicubic |
| 175 | tf_mixnet_m | +8 | 1.813 | -75.137 | 98.187 | 10.547 | -82.609 | 89.453 | 5.01 | 224 | 0.875 | bicubic |
| 176 | tf_efficientnet_lite2 | -6 | 1.800 | -75.660 | 98.200 | 11.147 | -82.599 | 88.853 | 6.09 | 260 | 0.890 | bicubic |
| 177 | res2net50_14w_8s | -26 | 1.787 | -76.365 | 98.213 | 10.347 | -83.495 | 89.653 | 25.06 | 224 | 0.875 | bilinear |
| 178 | res2net50_26w_4s | -20 | 1.773 | -76.173 | 98.227 | 10.440 | -83.412 | 89.560 | 25.70 | 224 | 0.875 | bilinear |
| 179 | mobilenetv3_large_100 | +18 | 1.760 | -74.008 | 98.240 | 10.293 | -82.247 | 89.707 | 5.48 | 224 | 0.875 | bicubic |
| 180 | densenet121 | +20 | 1.733 | -73.841 | 98.267 | 10.853 | -81.803 | 89.147 | 7.98 | 224 | 0.875 | bicubic |
| 181 | tf_efficientnet_b0 | +5 | 1.693 | -75.147 | 98.307 | 9.733 | -83.493 | 90.267 | 5.29 | 224 | 0.875 | bicubic |
| 182 | tv_resnext50_32x4d | -18 | 1.680 | -75.938 | 98.320 | 10.600 | -83.098 | 89.400 | 25.03 | 224 | 0.875 | bilinear |
| 183 | mobilenetv3_rw | +16 | 1.667 | -73.961 | 98.333 | 10.733 | -81.977 | 89.267 | 5.48 | 224 | 0.875 | bicubic |
| 184 | resnet101 | -12 | 1.667 | -75.707 | 98.333 | 9.813 | -83.733 | 90.187 | 44.55 | 224 | 0.875 | bilinear |
| 185 | mobilenetv2_120d | -10 | 1.640 | -75.654 | 98.360 | 10.453 | -83.049 | 89.547 | 5.83 | 224 | 0.875 | bicubic |
| 186 | mixnet_s | +9 | 1.587 | -74.401 | 98.413 | 10.253 | -82.541 | 89.747 | 4.13 | 224 | 0.875 | bicubic |
| 187 | densenet201 | -11 | 1.547 | -75.743 | 98.453 | 9.627 | -83.851 | 90.373 | 20.01 | 224 | 0.875 | bicubic |
| 188 | gluon_resnet50_v1c | -34 | 1.547 | -76.463 | 98.453 | 10.613 | -83.375 | 89.387 | 25.58 | 224 | 0.875 | bicubic |
| 189 | semnasnet_100 | +14 | 1.547 | -73.909 | 98.453 | 9.320 | -83.272 | 90.680 | 3.89 | 224 | 0.875 | bicubic |
| 190 | selecsls42b | -11 | 1.467 | -75.709 | 98.533 | 10.440 | -82.952 | 89.560 | 32.46 | 224 | 0.875 | bicubic |
| 191 | tf_efficientnet_lite1 | -2 | 1.453 | -75.185 | 98.547 | 9.707 | -83.525 | 90.293 | 5.42 | 240 | 0.882 | bicubic |
| 192 | regnety_008 | = | 1.427 | -74.887 | 98.573 | 8.947 | -84.115 | 91.053 | 6.26 | 224 | 0.875 | bicubic |
| 193 | ssl_resnet18 | +32 | 1.387 | -71.213 | 98.613 | 8.160 | -83.256 | 91.840 | 11.69 | 224 | 0.875 | bilinear |
| 194 | dla60 | -12 | 1.347 | -75.677 | 98.653 | 9.467 | -83.841 | 90.533 | 22.33 | 224 | 0.875 | bilinear |
| 195 | dpn68 | -2 | 1.347 | -74.959 | 98.653 | 8.813 | -84.157 | 91.187 | 12.61 | 224 | 0.875 | bicubic |
| 196 | res2net50_48w_2s | -27 | 1.307 | -76.207 | 98.693 | 8.920 | -84.628 | 91.080 | 25.29 | 224 | 0.875 | bilinear |
| 197 | tf_mixnet_s | +1 | 1.280 | -74.368 | 98.720 | 8.747 | -83.889 | 91.253 | 4.13 | 224 | 0.875 | bicubic |
| 198 | mobilenetv2_140 | -7 | 1.253 | -75.271 | 98.747 | 9.107 | -83.883 | 90.893 | 6.11 | 224 | 0.875 | bicubic |
| 199 | fbnetc_100 | +8 | 1.227 | -73.893 | 98.773 | 8.747 | -83.639 | 91.253 | 5.57 | 224 | 0.875 | bilinear |
| 200 | resnet26d | -12 | 1.227 | -75.453 | 98.773 | 9.280 | -83.886 | 90.720 | 16.01 | 224 | 0.875 | bicubic |
| 201 | densenet169 | -5 | 1.187 | -74.725 | 98.813 | 8.320 | -84.704 | 91.680 | 14.15 | 224 | 0.875 | bicubic |
| 202 | tf_mobilenetv3_large_100 | -1 | 1.187 | -74.329 | 98.813 | 7.947 | -84.653 | 92.053 | 5.48 | 224 | 0.875 | bilinear |
| 203 | gluon_resnet50_v1b | -36 | 1.160 | -76.418 | 98.840 | 9.027 | -84.691 | 90.973 | 25.56 | 224 | 0.875 | bicubic |
| 204 | seresnet34 | +8 | 1.120 | -73.688 | 98.880 | 7.400 | -84.726 | 92.600 | 21.96 | 224 | 0.875 | bilinear |
| 205 | tf_efficientnet_es | -28 | 1.120 | -76.144 | 98.880 | 8.600 | -85.000 | 91.400 | 5.44 | 224 | 0.875 | bicubic |
| 206 | spnasnet_100 | +11 | 1.107 | -72.973 | 98.893 | 8.253 | -83.579 | 91.747 | 4.42 | 224 | 0.875 | bilinear |
| 207 | tf_efficientnet_lite0 | +4 | 1.107 | -73.735 | 98.893 | 7.493 | -84.677 | 92.507 | 4.65 | 224 | 0.875 | bicubic |
| 208 | regnetx_016 | -24 | 1.093 | -75.837 | 98.907 | 8.627 | -84.791 | 91.373 | 9.19 | 224 | 0.875 | bicubic |
| 209 | dla34 | +6 | 1.080 | -73.556 | 98.920 | 7.693 | -84.371 | 92.307 | 15.78 | 224 | 0.875 | bilinear |
| 210 | regnety_006 | -5 | 1.053 | -74.207 | 98.947 | 8.400 | -84.128 | 91.600 | 6.06 | 224 | 0.875 | bicubic |
| 211 | regnety_004 | +7 | 1.013 | -73.013 | 98.987 | 7.333 | -84.415 | 92.667 | 4.34 | 224 | 0.875 | bicubic |
| 212 | resnet34 | -4 | 0.987 | -74.125 | 99.013 | 7.533 | -84.755 | 92.467 | 21.80 | 224 | 0.875 | bilinear |
| 213 | mobilenetv2_110d | -4 | 0.933 | -74.119 | 99.067 | 8.107 | -84.073 | 91.893 | 4.52 | 224 | 0.875 | bicubic |
| 214 | gluon_resnet34_v1b | +2 | 0.893 | -73.687 | 99.107 | 6.600 | -85.388 | 93.400 | 21.80 | 224 | 0.875 | bicubic |
| 215 | hrnet_w18_small_v2 | -9 | 0.893 | -74.233 | 99.107 | 7.387 | -85.029 | 92.613 | 15.60 | 224 | 0.875 | bilinear |
| 216 | regnetx_008 | -6 | 0.893 | -74.129 | 99.107 | 6.907 | -85.437 | 93.093 | 7.26 | 224 | 0.875 | bicubic |
| 217 | skresnet18 | +6 | 0.880 | -72.164 | 99.120 | 7.387 | -83.791 | 92.613 | 11.96 | 224 | 0.875 | bicubic |
| 218 | mnasnet_100 | -4 | 0.867 | -73.789 | 99.133 | 7.867 | -84.259 | 92.133 | 4.38 | 224 | 0.875 | bicubic |
| 219 | tf_mobilenetv3_large_075 | +1 | 0.867 | -72.575 | 99.133 | 6.720 | -84.632 | 93.280 | 3.99 | 224 | 0.875 | bilinear |
| 220 | regnetx_006 | -1 | 0.760 | -73.102 | 99.240 | 6.493 | -85.187 | 93.507 | 6.20 | 224 | 0.875 | bicubic |
| 221 | tf_mobilenetv3_small_100 | +13 | 0.747 | -67.171 | 99.253 | 4.667 | -82.995 | 95.333 | 2.54 | 224 | 0.875 | bilinear |
| 222 | seresnet18 | +7 | 0.720 | -71.038 | 99.280 | 6.027 | -84.307 | 93.973 | 11.78 | 224 | 0.875 | bicubic |
| 223 | regnetx_004 | +3 | 0.693 | -71.713 | 99.307 | 5.507 | -85.323 | 94.493 | 5.16 | 224 | 0.875 | bicubic |
| 224 | tv_densenet121 | -11 | 0.680 | -74.072 | 99.320 | 6.907 | -85.245 | 93.093 | 7.98 | 224 | 0.875 | bicubic |
| 225 | regnety_002 | +6 | 0.667 | -69.615 | 99.333 | 5.533 | -84.007 | 94.467 | 3.16 | 224 | 0.875 | bicubic |
| 226 | tf_mobilenetv3_small_075 | +11 | 0.627 | -65.091 | 99.373 | 4.173 | -81.963 | 95.827 | 2.04 | 224 | 0.875 | bilinear |
| 227 | resnet26 | -23 | 0.600 | -74.692 | 99.400 | 6.880 | -85.690 | 93.120 | 16.00 | 224 | 0.875 | bicubic |
| 228 | tv_resnet34 | -7 | 0.600 | -72.714 | 99.400 | 5.520 | -85.900 | 94.480 | 21.80 | 224 | 0.875 | bilinear |
| 229 | mobilenetv2_100 | -5 | 0.533 | -72.445 | 99.467 | 6.187 | -84.829 | 93.813 | 3.50 | 224 | 0.875 | bicubic |
| 230 | dla46_c | +8 | 0.520 | -64.358 | 99.480 | 4.187 | -82.099 | 95.813 | 1.31 | 224 | 0.875 | bilinear |
| 231 | tf_mobilenetv3_large_minimal_100 | -3 | 0.480 | -71.764 | 99.520 | 4.880 | -85.756 | 95.120 | 3.92 | 224 | 0.875 | bilinear |
| 232 | dla60x_c | +3 | 0.467 | -67.441 | 99.533 | 5.213 | -83.221 | 94.787 | 1.34 | 224 | 0.875 | bilinear |
| 233 | hrnet_w18_small | -6 | 0.453 | -71.889 | 99.547 | 4.840 | -85.832 | 95.160 | 13.19 | 224 | 0.875 | bilinear |
| 234 | dla46x_c | +2 | 0.413 | -65.567 | 99.587 | 4.440 | -82.540 | 95.560 | 1.08 | 224 | 0.875 | bilinear |
| 235 | gluon_resnet18_v1b | -5 | 0.387 | -70.443 | 99.613 | 4.787 | -84.969 | 95.213 | 11.69 | 224 | 0.875 | bicubic |
| 236 | tf_mobilenetv3_small_minimal_100 | +3 | 0.360 | -62.538 | 99.640 | 2.867 | -81.363 | 97.133 | 2.04 | 224 | 0.875 | bilinear |
| 237 | resnet18 | -5 | 0.293 | -69.465 | 99.707 | 4.040 | -85.038 | 95.960 | 11.69 | 224 | 0.875 | bilinear |
| 238 | regnetx_002 | -5 | 0.227 | -68.527 | 99.773 | 3.987 | -84.561 | 96.013 | 2.68 | 224 | 0.875 | bicubic |
| 239 | tv_resnet50 | -45 | 0.000 | -76.130 | 100.000 | 2.893 | -89.969 | 97.107 | 25.56 | 224 | 0.875 | bilinear |