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18 KiB
18 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 | 80.470 | -7.764 | 19.530 | 95.730 | -2.816 | 4.270 | 480.31 | 475 | 0.936 | bicubic |
| 3 | tf_efficientnet_l2_ns | -1 | 80.250 | -8.102 | 19.750 | 95.850 | -2.798 | 4.150 | 480.31 | 800 | 0.960 | bicubic |
| 4 | tf_efficientnet_b7_ns | = | 78.520 | -8.318 | 21.480 | 94.370 | -3.724 | 5.630 | 66.35 | 600 | 0.949 | bicubic |
| 5 | tf_efficientnet_b6_ns | = | 77.280 | -9.182 | 22.720 | 93.890 | -3.994 | 6.110 | 43.04 | 528 | 0.942 | bicubic |
| 6 | ig_resnext101_32x48d | +1 | 76.870 | -8.572 | 23.130 | 93.320 | -4.252 | 6.680 | 828.41 | 224 | 0.875 | bilinear |
| 7 | ig_resnext101_32x32d | +5 | 76.840 | -8.252 | 23.160 | 93.190 | -4.246 | 6.810 | 468.53 | 224 | 0.875 | bilinear |
| 8 | tf_efficientnet_b5_ns | -2 | 76.820 | -9.260 | 23.180 | 93.580 | -4.174 | 6.420 | 30.39 | 456 | 0.934 | bicubic |
| 9 | tf_efficientnet_b7_ap | +2 | 76.090 | -9.028 | 23.910 | 92.970 | -4.282 | 7.030 | 66.35 | 600 | 0.949 | bicubic |
| 10 | tf_efficientnet_b8_ap | -1 | 76.090 | -9.278 | 23.910 | 92.730 | -4.564 | 7.270 | 87.41 | 672 | 0.954 | bicubic |
| 11 | ig_resnext101_32x16d | +7 | 75.710 | -8.466 | 24.290 | 92.900 | -4.296 | 7.100 | 194.03 | 224 | 0.875 | bilinear |
| 12 | tf_efficientnet_b4_ns | -2 | 75.690 | -9.468 | 24.310 | 93.040 | -4.428 | 6.960 | 19.34 | 380 | 0.922 | bicubic |
| 13 | swsl_resnext101_32x8d | +2 | 75.450 | -8.844 | 24.550 | 92.750 | -4.424 | 7.250 | 88.79 | 224 | 0.875 | bilinear |
| 14 | tf_efficientnet_b6_ap | = | 75.380 | -9.406 | 24.620 | 92.440 | -4.698 | 7.560 | 43.04 | 528 | 0.942 | bicubic |
| 15 | tf_efficientnet_b8 | -7 | 74.930 | -10.440 | 25.070 | 92.320 | -5.072 | 7.680 | 87.41 | 672 | 0.954 | bicubic |
| 16 | tf_efficientnet_b7 | -3 | 74.720 | -10.212 | 25.280 | 92.220 | -4.988 | 7.780 | 66.35 | 600 | 0.949 | bicubic |
| 17 | tf_efficientnet_b5_ap | -1 | 74.590 | -9.664 | 25.410 | 91.990 | -4.986 | 8.010 | 30.39 | 456 | 0.934 | bicubic |
| 18 | swsl_resnext101_32x4d | +7 | 74.150 | -9.084 | 25.850 | 91.990 | -4.766 | 8.010 | 44.18 | 224 | 0.875 | bilinear |
| 19 | swsl_resnext101_32x16d | +4 | 74.010 | -9.328 | 25.990 | 92.170 | -4.682 | 7.830 | 194.03 | 224 | 0.875 | bilinear |
| 20 | resnest200e | +1 | 73.930 | -9.904 | 26.070 | 91.580 | -5.258 | 8.420 | 70.20 | 320 | 0.875 | bilinear |
| 21 | tf_efficientnet_b6 | -2 | 73.900 | -10.212 | 26.100 | 91.750 | -5.134 | 8.250 | 43.04 | 528 | 0.942 | bicubic |
| 22 | tf_efficientnet_b3_ns | -2 | 73.870 | -10.184 | 26.130 | 91.860 | -5.052 | 8.140 | 12.23 | 300 | 0.904 | bicubic |
| 23 | ig_resnext101_32x8d | +7 | 73.660 | -9.028 | 26.340 | 92.150 | -4.482 | 7.850 | 88.79 | 224 | 0.875 | bilinear |
| 24 | tf_efficientnet_b5 | -2 | 73.540 | -10.276 | 26.460 | 91.460 | -5.290 | 8.540 | 30.39 | 456 | 0.934 | bicubic |
| 25 | resnest269e | -8 | 73.460 | -10.726 | 26.540 | 91.680 | -5.242 | 8.320 | 110.93 | 416 | 0.875 | bilinear |
| 26 | tf_efficientnet_b4_ap | -2 | 72.890 | -10.358 | 27.110 | 90.980 | -5.408 | 9.020 | 19.34 | 380 | 0.922 | bicubic |
| 27 | swsl_resnext50_32x4d | +7 | 72.580 | -9.600 | 27.420 | 90.840 | -5.388 | 9.160 | 25.03 | 224 | 0.875 | bilinear |
| 28 | resnest101e | = | 72.550 | -10.340 | 27.450 | 90.810 | -5.514 | 9.190 | 48.28 | 256 | 0.875 | bilinear |
| 29 | tresnet_xl_448 | -3 | 72.550 | -10.498 | 27.450 | 90.310 | -5.864 | 9.690 | 78.44 | 448 | 0.875 | bilinear |
| 30 | pnasnet5large | -1 | 72.370 | -10.370 | 27.630 | 90.260 | -5.780 | 9.740 | 86.06 | 331 | 0.875 | bicubic |
| 31 | nasnetalarge | = | 72.310 | -10.248 | 27.690 | 90.510 | -5.526 | 9.490 | 88.75 | 331 | 0.875 | bicubic |
| 32 | tf_efficientnet_b4 | -5 | 72.280 | -10.736 | 27.720 | 90.600 | -5.698 | 9.400 | 19.34 | 380 | 0.922 | bicubic |
| 33 | tf_efficientnet_b2_ns | -1 | 72.270 | -10.110 | 27.730 | 91.090 | -5.162 | 8.910 | 9.11 | 260 | 0.890 | bicubic |
| 34 | swsl_resnet50 | +15 | 71.690 | -9.490 | 28.310 | 90.510 | -5.476 | 9.490 | 25.56 | 224 | 0.875 | bilinear |
| 35 | tresnet_xl | +1 | 71.650 | -10.420 | 28.350 | 89.630 | -6.298 | 10.370 | 78.44 | 224 | 0.875 | bilinear |
| 36 | tresnet_l_448 | -3 | 71.600 | -10.668 | 28.400 | 90.060 | -5.918 | 9.940 | 55.99 | 448 | 0.875 | bilinear |
| 37 | ecaresnet101d | -2 | 71.500 | -10.666 | 28.500 | 90.310 | -5.742 | 9.690 | 44.57 | 224 | 0.875 | bicubic |
| 38 | ssl_resnext101_32x8d | +4 | 71.490 | -10.136 | 28.510 | 90.470 | -5.568 | 9.530 | 88.79 | 224 | 0.875 | bilinear |
| 39 | ssl_resnext101_32x16d | -1 | 71.400 | -10.436 | 28.600 | 90.550 | -5.544 | 9.450 | 194.03 | 224 | 0.875 | bilinear |
| 40 | tresnet_m_448 | = | 71.000 | -10.712 | 29.000 | 88.680 | -6.890 | 11.320 | 31.39 | 448 | 0.875 | bilinear |
| 41 | resnest50d_4s2x40d | +9 | 70.940 | -10.174 | 29.060 | 89.710 | -5.858 | 10.290 | 30.42 | 224 | 0.875 | bicubic |
| 42 | tf_efficientnet_b3_ap | -3 | 70.920 | -10.908 | 29.080 | 89.430 | -6.194 | 10.570 | 12.23 | 300 | 0.904 | bicubic |
| 43 | efficientnet_b3a | -6 | 70.870 | -11.004 | 29.130 | 89.720 | -6.120 | 10.280 | 12.23 | 320 | 1.000 | bicubic |
| 44 | tf_efficientnet_b1_ns | +2 | 70.850 | -10.536 | 29.150 | 90.110 | -5.628 | 9.890 | 7.79 | 240 | 0.882 | bicubic |
| 45 | tresnet_l | = | 70.830 | -10.658 | 29.170 | 89.610 | -6.018 | 10.390 | 55.99 | 224 | 0.875 | bilinear |
| 46 | efficientnet_b3 | -2 | 70.760 | -10.738 | 29.240 | 89.840 | -5.878 | 10.160 | 12.23 | 300 | 0.904 | bicubic |
| 47 | tf_efficientnet_b3 | -6 | 70.620 | -11.020 | 29.380 | 89.440 | -6.282 | 10.560 | 12.23 | 300 | 0.904 | bicubic |
| 48 | gluon_senet154 | = | 70.600 | -10.624 | 29.400 | 88.920 | -6.436 | 11.080 | 115.09 | 224 | 0.875 | bicubic |
| 49 | ssl_resnext101_32x4d | +5 | 70.500 | -10.428 | 29.500 | 89.760 | -5.968 | 10.240 | 44.18 | 224 | 0.875 | bilinear |
| 50 | senet154 | -3 | 70.480 | -10.824 | 29.520 | 88.990 | -6.508 | 11.010 | 115.09 | 224 | 0.875 | bilinear |
| 51 | gluon_seresnext101_64x4d | +5 | 70.440 | -10.450 | 29.560 | 89.350 | -5.954 | 10.650 | 88.23 | 224 | 0.875 | bicubic |
| 52 | resnest50d_1s4x24d | = | 70.430 | -10.560 | 29.570 | 89.240 | -6.082 | 10.760 | 25.68 | 224 | 0.875 | bicubic |
| 53 | tf_efficientnet_lite4 | -10 | 70.430 | -11.098 | 29.570 | 89.120 | -6.548 | 10.880 | 13.01 | 380 | 0.920 | bilinear |
| 54 | resnest50d | -1 | 70.420 | -10.538 | 29.580 | 88.760 | -6.622 | 11.240 | 27.48 | 224 | 0.875 | bilinear |
| 55 | gluon_resnet152_v1s | -4 | 70.320 | -10.692 | 29.680 | 88.870 | -6.546 | 11.130 | 60.32 | 224 | 0.875 | bicubic |
| 56 | ecaresnet101d_pruned | +3 | 70.120 | -10.688 | 29.880 | 89.580 | -6.048 | 10.420 | 24.88 | 224 | 0.875 | bicubic |
| 57 | inception_resnet_v2 | +9 | 70.120 | -10.340 | 29.880 | 88.680 | -6.630 | 11.320 | 55.84 | 299 | 0.897 | bicubic |
| 58 | gluon_seresnext101_32x4d | -3 | 70.010 | -10.892 | 29.990 | 88.910 | -6.384 | 11.090 | 48.96 | 224 | 0.875 | bicubic |
| 59 | gluon_resnet152_v1d | +6 | 69.950 | -10.520 | 30.050 | 88.470 | -6.736 | 11.530 | 60.21 | 224 | 0.875 | bicubic |
| 60 | ecaresnet50d | +2 | 69.830 | -10.774 | 30.170 | 89.370 | -5.952 | 10.630 | 25.58 | 224 | 0.875 | bicubic |
| 61 | gluon_resnext101_64x4d | +2 | 69.690 | -10.912 | 30.310 | 88.260 | -6.734 | 11.740 | 83.46 | 224 | 0.875 | bicubic |
| 62 | ssl_resnext50_32x4d | +11 | 69.690 | -10.638 | 30.310 | 89.420 | -5.984 | 10.580 | 25.03 | 224 | 0.875 | bilinear |
| 63 | tresnet_m | -3 | 69.650 | -11.146 | 30.350 | 88.000 | -6.856 | 12.000 | 31.39 | 224 | 0.875 | bilinear |
| 64 | efficientnet_b3_pruned | -7 | 69.580 | -11.276 | 30.420 | 88.970 | -6.270 | 11.030 | 9.86 | 300 | 0.904 | bicubic |
| 65 | ens_adv_inception_resnet_v2 | +19 | 69.520 | -10.456 | 30.480 | 88.500 | -6.446 | 11.500 | 55.84 | 299 | 0.897 | bicubic |
| 66 | efficientnet_b2a | -5 | 69.490 | -11.118 | 30.510 | 88.680 | -6.630 | 11.320 | 9.11 | 288 | 1.000 | bicubic |
| 67 | inception_v4 | +13 | 69.350 | -10.806 | 30.650 | 88.780 | -6.194 | 11.220 | 42.68 | 299 | 0.875 | bicubic |
| 68 | seresnext101_32x4d | +10 | 69.340 | -10.896 | 30.660 | 88.050 | -6.978 | 11.950 | 48.96 | 224 | 0.875 | bilinear |
| 69 | ecaresnetlight | -2 | 69.330 | -11.124 | 30.670 | 89.220 | -6.036 | 10.780 | 30.16 | 224 | 0.875 | bicubic |
| 70 | gluon_resnet152_v1c | +16 | 69.130 | -10.786 | 30.870 | 87.890 | -6.952 | 12.110 | 60.21 | 224 | 0.875 | bicubic |
| 71 | mixnet_xl | -7 | 69.080 | -11.398 | 30.920 | 88.310 | -6.622 | 11.690 | 11.90 | 224 | 0.875 | bicubic |
| 72 | efficientnet_b2 | -2 | 69.000 | -11.402 | 31.000 | 88.620 | -6.456 | 11.380 | 9.11 | 260 | 0.875 | bicubic |
| 73 | gluon_resnet101_v1d | -4 | 68.990 | -11.434 | 31.010 | 88.080 | -6.940 | 11.920 | 44.57 | 224 | 0.875 | bicubic |
| 74 | gluon_xception65 | +24 | 68.980 | -10.624 | 31.020 | 88.320 | -6.428 | 11.680 | 39.92 | 299 | 0.875 | bicubic |
| 75 | gluon_resnext101_32x4d | -3 | 68.960 | -11.374 | 31.040 | 88.340 | -6.586 | 11.660 | 44.18 | 224 | 0.875 | bicubic |
| 76 | tf_efficientnet_b2_ap | -2 | 68.930 | -11.376 | 31.070 | 88.340 | -6.688 | 11.660 | 9.11 | 260 | 0.890 | bicubic |
| 77 | gluon_resnet152_v1b | +18 | 68.810 | -10.882 | 31.190 | 87.710 | -7.028 | 12.290 | 60.19 | 224 | 0.875 | bicubic |
| 78 | dpn131 | +12 | 68.760 | -11.068 | 31.240 | 87.480 | -7.224 | 12.520 | 79.25 | 224 | 0.875 | bicubic |
| 79 | resnext50d_32x4d | +17 | 68.750 | -10.924 | 31.250 | 88.310 | -6.558 | 11.690 | 25.05 | 224 | 0.875 | bicubic |
| 80 | tf_efficientnet_b2 | +2 | 68.750 | -11.340 | 31.250 | 87.950 | -6.956 | 12.050 | 9.11 | 260 | 0.890 | bicubic |
| 81 | gluon_resnet101_v1s | -6 | 68.720 | -11.580 | 31.280 | 87.900 | -7.250 | 12.100 | 44.67 | 224 | 0.875 | bicubic |
| 82 | dpn107 | -3 | 68.710 | -11.454 | 31.290 | 88.130 | -6.782 | 11.870 | 86.92 | 224 | 0.875 | bicubic |
| 83 | gluon_seresnext50_32x4d | +4 | 68.670 | -11.242 | 31.330 | 88.320 | -6.498 | 11.680 | 27.56 | 224 | 0.875 | bicubic |
| 84 | hrnet_w64 | +17 | 68.630 | -10.842 | 31.370 | 88.070 | -6.580 | 11.930 | 128.06 | 224 | 0.875 | bilinear |
| 85 | resnext50_32x4d | +7 | 68.610 | -11.152 | 31.390 | 87.570 | -7.030 | 12.430 | 25.03 | 224 | 0.875 | bicubic |
| 86 | dpn98 | +11 | 68.580 | -11.056 | 31.420 | 87.660 | -6.934 | 12.340 | 61.57 | 224 | 0.875 | bicubic |
| 87 | ssl_resnet50 | +24 | 68.420 | -10.808 | 31.580 | 88.580 | -6.252 | 11.420 | 25.56 | 224 | 0.875 | bilinear |
| 88 | ecaresnet50d_pruned | +5 | 68.390 | -11.328 | 31.610 | 88.370 | -6.520 | 11.630 | 19.94 | 224 | 0.875 | bicubic |
| 89 | skresnext50_32x4d | -8 | 68.390 | -11.760 | 31.610 | 87.590 | -7.054 | 12.410 | 27.48 | 224 | 0.875 | bicubic |
| 90 | dla102x2 | +12 | 68.340 | -11.112 | 31.660 | 87.870 | -6.774 | 12.130 | 41.75 | 224 | 0.875 | bilinear |
| 91 | efficientnet_b2_pruned | -6 | 68.300 | -11.618 | 31.700 | 88.100 | -6.748 | 11.900 | 8.31 | 260 | 0.890 | bicubic |
| 92 | gluon_resnext50_32x4d | +11 | 68.280 | -11.076 | 31.720 | 87.320 | -7.104 | 12.680 | 25.03 | 224 | 0.875 | bicubic |
| 93 | tf_efficientnet_lite3 | -2 | 68.230 | -11.582 | 31.770 | 87.720 | -7.194 | 12.280 | 8.20 | 300 | 0.904 | bilinear |
| 94 | ese_vovnet39b | +10 | 68.190 | -11.130 | 31.810 | 88.260 | -6.450 | 11.740 | 24.57 | 224 | 0.875 | bicubic |
| 95 | tf_efficientnet_el | -27 | 68.180 | -12.268 | 31.820 | 88.350 | -6.810 | 11.650 | 10.59 | 300 | 0.904 | bicubic |
| 96 | dpn92 | -13 | 68.010 | -12.006 | 31.990 | 87.590 | -7.248 | 12.410 | 37.67 | 224 | 0.875 | bicubic |
| 97 | gluon_resnet50_v1d | +20 | 67.910 | -11.164 | 32.090 | 87.120 | -7.356 | 12.880 | 25.58 | 224 | 0.875 | bicubic |
| 98 | seresnext50_32x4d | +18 | 67.870 | -11.206 | 32.130 | 87.620 | -6.814 | 12.380 | 27.56 | 224 | 0.875 | bilinear |
| 99 | resnext101_32x8d | +6 | 67.850 | -11.462 | 32.150 | 87.480 | -7.046 | 12.520 | 88.79 | 224 | 0.875 | bilinear |
| 100 | hrnet_w44 | +23 | 67.770 | -11.124 | 32.230 | 87.530 | -6.840 | 12.470 | 67.06 | 224 | 0.875 | bilinear |
| 101 | hrnet_w48 | +5 | 67.770 | -11.540 | 32.230 | 87.420 | -7.098 | 12.580 | 77.47 | 224 | 0.875 | bilinear |
| 102 | tf_efficientnet_b0_ns | +32 | 67.720 | -10.932 | 32.280 | 88.080 | -6.288 | 11.920 | 5.29 | 224 | 0.875 | bicubic |
| 103 | xception | +16 | 67.670 | -11.378 | 32.330 | 87.570 | -6.822 | 12.430 | 22.86 | 299 | 0.897 | bicubic |
| 104 | dla169 | +26 | 67.610 | -11.100 | 32.390 | 87.560 | -6.778 | 12.440 | 53.99 | 224 | 0.875 | bilinear |
| 105 | gluon_inception_v3 | +22 | 67.590 | -11.214 | 32.410 | 87.460 | -6.920 | 12.540 | 23.83 | 299 | 0.875 | bicubic |
| 106 | hrnet_w40 | +16 | 67.590 | -11.344 | 32.410 | 87.130 | -7.336 | 12.870 | 57.56 | 224 | 0.875 | bilinear |
| 107 | gluon_resnet101_v1c | -7 | 67.560 | -11.984 | 32.440 | 87.160 | -7.426 | 12.840 | 44.57 | 224 | 0.875 | bicubic |
| 108 | seresnet152 | +25 | 67.550 | -11.108 | 32.450 | 87.390 | -6.984 | 12.610 | 66.82 | 224 | 0.875 | bilinear |
| 109 | res2net50_26w_8s | +4 | 67.530 | -11.680 | 32.470 | 87.270 | -7.092 | 12.730 | 48.40 | 224 | 0.875 | bilinear |
| 110 | tf_efficientnet_b1_ap | = | 67.520 | -11.758 | 32.480 | 87.770 | -6.538 | 12.230 | 7.79 | 240 | 0.882 | bicubic |
| 111 | tf_efficientnet_cc_b1_8e | -3 | 67.480 | -11.818 | 32.520 | 87.310 | -7.054 | 12.690 | 39.72 | 240 | 0.882 | bicubic |
| 112 | gluon_resnet101_v1b | -5 | 67.450 | -11.854 | 32.550 | 87.230 | -7.294 | 12.770 | 44.55 | 224 | 0.875 | bicubic |
| 113 | res2net101_26w_4s | +2 | 67.450 | -11.746 | 32.550 | 87.010 | -7.430 | 12.990 | 45.21 | 224 | 0.875 | bilinear |
| 114 | resnet50 | +6 | 67.440 | -11.592 | 32.560 | 87.420 | -6.964 | 12.580 | 25.56 | 224 | 0.875 | bicubic |
| 115 | resnetblur50 | -6 | 67.440 | -11.850 | 32.560 | 87.430 | -7.202 | 12.570 | 25.56 | 224 | 0.875 | bicubic |
| 116 | resnest26d | +22 | 67.210 | -11.272 | 32.790 | 87.180 | -7.110 | 12.820 | 17.07 | 224 | 0.875 | bilinear |
| 117 | efficientnet_b1 | +14 | 67.160 | -11.538 | 32.840 | 87.150 | -7.002 | 12.850 | 7.79 | 240 | 0.875 | bicubic |
| 118 | seresnet101 | +26 | 67.150 | -11.246 | 32.850 | 87.050 | -7.208 | 12.950 | 49.33 | 224 | 0.875 | bilinear |
| 119 | gluon_resnet50_v1s | +10 | 67.100 | -11.612 | 32.900 | 86.860 | -7.382 | 13.140 | 25.68 | 224 | 0.875 | bicubic |
| 120 | dla60x | +26 | 67.080 | -11.162 | 32.920 | 87.170 | -6.852 | 12.830 | 17.65 | 224 | 0.875 | bilinear |
| 121 | dla60_res2net | +18 | 67.030 | -11.442 | 32.970 | 87.140 | -7.064 | 12.860 | 21.15 | 224 | 0.875 | bilinear |
| 122 | resnet152 | +23 | 67.020 | -11.292 | 32.980 | 87.570 | -6.476 | 12.430 | 60.19 | 224 | 0.875 | bilinear |
| 123 | dla102x | +13 | 67.000 | -11.508 | 33.000 | 86.770 | -7.464 | 13.230 | 26.77 | 224 | 0.875 | bilinear |
| 124 | mixnet_l | -3 | 66.970 | -12.006 | 33.030 | 86.940 | -7.244 | 13.060 | 7.33 | 224 | 0.875 | bicubic |
| 125 | res2net50_26w_6s | +10 | 66.910 | -11.664 | 33.090 | 86.900 | -7.226 | 13.100 | 37.05 | 224 | 0.875 | bilinear |
| 126 | efficientnet_es | +26 | 66.890 | -11.164 | 33.110 | 86.730 | -7.200 | 13.270 | 5.44 | 224 | 0.875 | bicubic |
| 127 | tf_efficientnet_b1 | -1 | 66.890 | -11.942 | 33.110 | 87.040 | -7.156 | 12.960 | 7.79 | 240 | 0.882 | bicubic |
| 128 | tf_efficientnet_em | +4 | 66.870 | -11.828 | 33.130 | 86.980 | -7.340 | 13.020 | 6.90 | 240 | 0.882 | bicubic |
| 129 | hrnet_w32 | +13 | 66.790 | -11.658 | 33.210 | 87.290 | -6.898 | 12.710 | 41.23 | 224 | 0.875 | bilinear |
| 130 | tf_mixnet_l | -2 | 66.780 | -11.990 | 33.220 | 86.460 | -7.544 | 13.540 | 7.33 | 224 | 0.875 | bicubic |
| 131 | hrnet_w30 | +18 | 66.760 | -11.436 | 33.240 | 86.790 | -7.430 | 13.210 | 37.71 | 224 | 0.875 | bilinear |
| 132 | selecsls60b | +11 | 66.720 | -11.698 | 33.280 | 86.540 | -7.626 | 13.460 | 32.77 | 224 | 0.875 | bicubic |
| 133 | wide_resnet101_2 | -8 | 66.680 | -12.166 | 33.320 | 87.040 | -7.244 | 12.960 | 126.89 | 224 | 0.875 | bilinear |
| 134 | wide_resnet50_2 | +6 | 66.650 | -11.818 | 33.350 | 86.810 | -7.276 | 13.190 | 68.88 | 224 | 0.875 | bilinear |
| 135 | dla60_res2next | +6 | 66.640 | -11.808 | 33.360 | 87.020 | -7.124 | 12.980 | 17.33 | 224 | 0.875 | bilinear |
| 136 | adv_inception_v3 | +30 | 66.600 | -10.980 | 33.400 | 86.560 | -7.164 | 13.440 | 23.83 | 299 | 0.875 | bicubic |
| 137 | dla102 | +16 | 66.550 | -11.476 | 33.450 | 86.910 | -7.040 | 13.090 | 33.73 | 224 | 0.875 | bilinear |
| 138 | gluon_resnet50_v1c | +16 | 66.540 | -11.470 | 33.460 | 86.160 | -7.828 | 13.840 | 25.58 | 224 | 0.875 | bicubic |
| 139 | tf_inception_v3 | +21 | 66.420 | -11.436 | 33.580 | 86.680 | -6.964 | 13.320 | 23.83 | 299 | 0.875 | bicubic |
| 140 | efficientnet_b0 | +22 | 66.250 | -11.442 | 33.750 | 85.950 | -7.582 | 14.050 | 5.29 | 224 | 0.875 | bicubic |
| 141 | seresnet50 | +22 | 66.240 | -11.396 | 33.760 | 86.330 | -7.422 | 13.670 | 28.09 | 224 | 0.875 | bilinear |
| 142 | selecsls60 | +15 | 66.220 | -11.762 | 33.780 | 86.330 | -7.502 | 13.670 | 30.67 | 224 | 0.875 | bicubic |
| 143 | tf_efficientnet_cc_b0_8e | +16 | 66.210 | -11.698 | 33.790 | 86.220 | -7.436 | 13.780 | 24.01 | 224 | 0.875 | bicubic |
| 144 | tv_resnext50_32x4d | +20 | 66.180 | -11.438 | 33.820 | 86.040 | -7.658 | 13.960 | 25.03 | 224 | 0.875 | bilinear |
| 145 | res2net50_26w_4s | +13 | 66.170 | -11.776 | 33.830 | 86.600 | -7.252 | 13.400 | 25.70 | 224 | 0.875 | bilinear |
| 146 | inception_v3 | +25 | 66.120 | -11.316 | 33.880 | 86.340 | -7.136 | 13.660 | 23.83 | 299 | 0.875 | bicubic |
| 147 | efficientnet_b1_pruned | = | 66.080 | -12.162 | 33.920 | 86.580 | -7.252 | 13.420 | 6.33 | 240 | 0.882 | bicubic |
| 148 | gluon_resnet50_v1b | +19 | 66.040 | -11.538 | 33.960 | 86.270 | -7.448 | 13.730 | 25.56 | 224 | 0.875 | bicubic |
| 149 | res2net50_14w_8s | +2 | 66.020 | -12.132 | 33.980 | 86.240 | -7.602 | 13.760 | 25.06 | 224 | 0.875 | bilinear |
| 150 | densenet161 | +23 | 65.850 | -11.498 | 34.150 | 86.460 | -7.188 | 13.540 | 28.68 | 224 | 0.875 | bicubic |
| 151 | res2next50 | -3 | 65.850 | -12.392 | 34.150 | 85.830 | -8.062 | 14.170 | 24.67 | 224 | 0.875 | bilinear |
| 152 | seresnext26tn_32x4d | +3 | 65.850 | -12.140 | 34.150 | 85.680 | -8.068 | 14.320 | 16.81 | 224 | 0.875 | bicubic |
| 153 | skresnet34 | +32 | 65.770 | -11.140 | 34.230 | 85.960 | -7.356 | 14.040 | 22.28 | 224 | 0.875 | bicubic |
| 154 | resnet101 | +18 | 65.680 | -11.694 | 34.320 | 85.980 | -7.566 | 14.020 | 44.55 | 224 | 0.875 | bilinear |
| 155 | dpn68b | +13 | 65.600 | -11.914 | 34.400 | 85.940 | -7.882 | 14.060 | 12.61 | 224 | 0.875 | bicubic |
| 156 | seresnext26t_32x4d | = | 65.600 | -12.388 | 34.400 | 86.090 | -7.616 | 13.910 | 16.82 | 224 | 0.875 | bicubic |
| 157 | selecsls42b | +22 | 65.590 | -11.586 | 34.410 | 85.830 | -7.562 | 14.170 | 32.46 | 224 | 0.875 | bicubic |
| 158 | tf_efficientnet_b0_ap | +23 | 65.490 | -11.594 | 34.510 | 85.550 | -7.704 | 14.450 | 5.29 | 224 | 0.875 | bicubic |
| 159 | seresnext26d_32x4d | +6 | 65.420 | -12.184 | 34.580 | 85.970 | -7.642 | 14.030 | 16.81 | 224 | 0.875 | bicubic |
| 160 | tf_efficientnet_lite2 | +10 | 65.390 | -12.070 | 34.610 | 86.030 | -7.716 | 13.970 | 6.09 | 260 | 0.890 | bicubic |
| 161 | res2net50_48w_2s | +8 | 65.320 | -12.194 | 34.680 | 85.960 | -7.588 | 14.040 | 25.29 | 224 | 0.875 | bilinear |
| 162 | densenetblur121d | +28 | 65.300 | -11.276 | 34.700 | 85.710 | -7.480 | 14.290 | 8.00 | 224 | 0.875 | bicubic |
| 163 | densenet201 | +13 | 65.280 | -12.010 | 34.720 | 85.670 | -7.808 | 14.330 | 20.01 | 224 | 0.875 | bicubic |
| 164 | tf_efficientnet_es | +13 | 65.240 | -12.024 | 34.760 | 85.540 | -8.060 | 14.460 | 5.44 | 224 | 0.875 | bicubic |
| 165 | dla60 | +17 | 65.220 | -11.804 | 34.780 | 85.750 | -7.558 | 14.250 | 22.33 | 224 | 0.875 | bilinear |
| 166 | tf_efficientnet_cc_b0_4e | +8 | 65.130 | -12.174 | 34.870 | 85.130 | -8.202 | 14.870 | 13.31 | 224 | 0.875 | bicubic |
| 167 | mobilenetv2_120d | +8 | 65.040 | -12.254 | 34.960 | 85.990 | -7.512 | 14.010 | 5.83 | 224 | 0.875 | bicubic |
| 168 | seresnext26_32x4d | +12 | 65.040 | -12.060 | 34.960 | 85.650 | -7.660 | 14.350 | 16.79 | 224 | 0.875 | bicubic |
| 169 | hrnet_w18 | +18 | 64.910 | -11.846 | 35.090 | 85.750 | -7.692 | 14.250 | 21.30 | 224 | 0.875 | bilinear |
| 170 | densenet169 | +26 | 64.780 | -11.132 | 35.220 | 85.250 | -7.774 | 14.750 | 14.15 | 224 | 0.875 | bicubic |
| 171 | mixnet_m | +7 | 64.690 | -12.566 | 35.310 | 85.470 | -7.948 | 14.530 | 5.01 | 224 | 0.875 | bicubic |
| 172 | resnet26d | +16 | 64.630 | -12.050 | 35.370 | 85.120 | -8.046 | 14.880 | 16.01 | 224 | 0.875 | bicubic |
| 173 | tf_efficientnet_lite1 | +16 | 64.370 | -12.268 | 35.630 | 85.490 | -7.742 | 14.510 | 5.42 | 240 | 0.882 | bicubic |
| 174 | tf_efficientnet_b0 | +12 | 64.290 | -12.550 | 35.710 | 85.250 | -7.976 | 14.750 | 5.29 | 224 | 0.875 | bicubic |
| 175 | tf_mixnet_m | +8 | 64.270 | -12.680 | 35.730 | 85.090 | -8.066 | 14.910 | 5.01 | 224 | 0.875 | bicubic |
| 176 | dpn68 | +17 | 64.220 | -12.086 | 35.780 | 85.180 | -7.790 | 14.820 | 12.61 | 224 | 0.875 | bicubic |
| 177 | mobilenetv2_140 | +14 | 64.050 | -12.474 | 35.950 | 85.020 | -7.970 | 14.980 | 6.11 | 224 | 0.875 | bicubic |
| 178 | densenet121 | +22 | 63.740 | -11.834 | 36.260 | 84.630 | -8.026 | 15.370 | 7.98 | 224 | 0.875 | bicubic |
| 179 | resnest14d | +23 | 63.600 | -11.904 | 36.400 | 84.220 | -8.294 | 15.780 | 10.61 | 224 | 0.875 | bilinear |
| 180 | tf_mixnet_s | +18 | 63.590 | -12.058 | 36.410 | 84.270 | -8.366 | 15.730 | 4.13 | 224 | 0.875 | bicubic |
| 181 | resnet26 | +23 | 63.450 | -11.842 | 36.550 | 84.270 | -8.300 | 15.730 | 16.00 | 224 | 0.875 | bicubic |
| 182 | mixnet_s | +13 | 63.380 | -12.608 | 36.620 | 84.710 | -8.084 | 15.290 | 4.13 | 224 | 0.875 | bicubic |
| 183 | mobilenetv3_large_100 | +14 | 63.360 | -12.408 | 36.640 | 84.080 | -8.460 | 15.920 | 5.48 | 224 | 0.875 | bicubic |
| 184 | tv_resnet50 | +10 | 63.330 | -12.800 | 36.670 | 84.650 | -8.212 | 15.350 | 25.56 | 224 | 0.875 | bilinear |
| 185 | mobilenetv3_rw | +14 | 63.230 | -12.398 | 36.770 | 84.520 | -8.190 | 15.480 | 5.48 | 224 | 0.875 | bicubic |
| 186 | semnasnet_100 | +17 | 63.120 | -12.336 | 36.880 | 84.530 | -8.062 | 15.470 | 3.89 | 224 | 0.875 | bicubic |
| 187 | tv_densenet121 | +26 | 62.940 | -11.812 | 37.060 | 84.260 | -7.892 | 15.740 | 7.98 | 224 | 0.875 | bicubic |
| 188 | seresnet34 | +24 | 62.890 | -11.918 | 37.110 | 84.220 | -7.906 | 15.780 | 21.96 | 224 | 0.875 | bilinear |
| 189 | hrnet_w18_small_v2 | +17 | 62.830 | -12.296 | 37.170 | 83.970 | -8.446 | 16.030 | 15.60 | 224 | 0.875 | bilinear |
| 190 | mobilenetv2_110d | +19 | 62.820 | -12.232 | 37.180 | 84.480 | -7.700 | 15.520 | 4.52 | 224 | 0.875 | bicubic |
| 191 | resnet34 | +17 | 62.820 | -12.292 | 37.180 | 84.120 | -8.168 | 15.880 | 21.80 | 224 | 0.875 | bilinear |
| 192 | swsl_resnet18 | +30 | 62.730 | -10.556 | 37.270 | 84.300 | -7.432 | 15.700 | 11.69 | 224 | 0.875 | bilinear |
| 193 | tf_efficientnet_lite0 | +18 | 62.580 | -12.262 | 37.420 | 84.250 | -7.920 | 15.750 | 4.65 | 224 | 0.875 | bicubic |
| 194 | gluon_resnet34_v1b | +22 | 62.560 | -12.020 | 37.440 | 84.000 | -7.988 | 16.000 | 21.80 | 224 | 0.875 | bicubic |
| 195 | dla34 | +20 | 62.510 | -12.126 | 37.490 | 83.920 | -8.144 | 16.080 | 15.78 | 224 | 0.875 | bilinear |
| 196 | tf_mobilenetv3_large_100 | +5 | 62.470 | -13.046 | 37.530 | 83.960 | -8.640 | 16.040 | 5.48 | 224 | 0.875 | bilinear |
| 197 | fbnetc_100 | +10 | 62.430 | -12.690 | 37.570 | 83.390 | -8.996 | 16.610 | 5.57 | 224 | 0.875 | bilinear |
| 198 | mnasnet_100 | +16 | 61.910 | -12.746 | 38.090 | 83.710 | -8.416 | 16.290 | 4.38 | 224 | 0.875 | bicubic |
| 199 | ssl_resnet18 | +26 | 61.490 | -11.110 | 38.510 | 83.330 | -8.086 | 16.670 | 11.69 | 224 | 0.875 | bilinear |
| 200 | spnasnet_100 | +17 | 61.210 | -12.870 | 38.790 | 82.770 | -9.062 | 17.230 | 4.42 | 224 | 0.875 | bilinear |
| 201 | tv_resnet34 | +20 | 61.200 | -12.114 | 38.800 | 82.720 | -8.700 | 17.280 | 21.80 | 224 | 0.875 | bilinear |
| 202 | skresnet18 | +21 | 60.850 | -12.194 | 39.150 | 82.880 | -8.298 | 17.120 | 11.96 | 224 | 0.875 | bicubic |
| 203 | tf_mobilenetv3_large_075 | +17 | 60.380 | -13.062 | 39.620 | 81.960 | -9.392 | 18.040 | 3.99 | 224 | 0.875 | bilinear |
| 204 | mobilenetv2_100 | +20 | 60.160 | -12.818 | 39.840 | 82.240 | -8.776 | 17.760 | 3.50 | 224 | 0.875 | bicubic |
| 205 | seresnet18 | +24 | 59.810 | -11.948 | 40.190 | 81.680 | -8.654 | 18.320 | 11.78 | 224 | 0.875 | bicubic |
| 206 | tf_mobilenetv3_large_minimal_100 | +22 | 59.070 | -13.174 | 40.930 | 81.140 | -9.496 | 18.860 | 3.92 | 224 | 0.875 | bilinear |
| 207 | hrnet_w18_small | +20 | 58.970 | -13.372 | 41.030 | 81.340 | -9.332 | 18.660 | 13.19 | 224 | 0.875 | bilinear |
| 208 | gluon_resnet18_v1b | +22 | 58.320 | -12.510 | 41.680 | 80.960 | -8.796 | 19.040 | 11.69 | 224 | 0.875 | bicubic |
| 209 | resnet18 | +23 | 57.180 | -12.578 | 42.820 | 80.190 | -8.888 | 19.810 | 11.69 | 224 | 0.875 | bilinear |
| 210 | dla60x_c | +25 | 56.020 | -11.888 | 43.980 | 78.960 | -9.474 | 21.040 | 1.34 | 224 | 0.875 | bilinear |
| 211 | tf_mobilenetv3_small_100 | +23 | 54.510 | -13.408 | 45.490 | 77.080 | -10.582 | 22.920 | 2.54 | 224 | 0.875 | bilinear |
| 212 | dla46x_c | +24 | 53.080 | -12.900 | 46.920 | 76.840 | -10.140 | 23.160 | 1.08 | 224 | 0.875 | bilinear |
| 213 | dla46_c | +25 | 52.200 | -12.678 | 47.800 | 75.680 | -10.606 | 24.320 | 1.31 | 224 | 0.875 | bilinear |
| 214 | tf_mobilenetv3_small_075 | +23 | 52.150 | -13.568 | 47.850 | 75.460 | -10.676 | 24.540 | 2.04 | 224 | 0.875 | bilinear |
| 215 | tf_mobilenetv3_small_minimal_100 | +24 | 49.530 | -13.368 | 50.470 | 73.050 | -11.180 | 26.950 | 2.04 | 224 | 0.875 | bilinear |