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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 | 80.4700 | -7.764 | 19.5300 | 95.7300 | -2.816 | 4.2700 | 480.3100 | 475 | 0.9360 | bicubic |
| 3 | tf_efficientnet_l2_ns | -1 | 80.2500 | -8.102 | 19.7500 | 95.8500 | -2.798 | 4.1500 | 480.3100 | 800 | 0.9600 | bicubic |
| 4 | tf_efficientnet_b7_ns | = | 78.5200 | -8.318 | 21.4800 | 94.3700 | -3.724 | 5.6300 | 66.3500 | 600 | 0.9490 | bicubic |
| 5 | tf_efficientnet_b6_ns | = | 77.2800 | -9.182 | 22.7200 | 93.8900 | -3.994 | 6.1100 | 43.0400 | 528 | 0.9420 | bicubic |
| 6 | ig_resnext101_32x48d | +1 | 76.8700 | -8.572 | 23.1300 | 93.3200 | -4.252 | 6.6800 | 828.4100 | 224 | 0.8750 | bilinear |
| 7 | ig_resnext101_32x32d | +5 | 76.8400 | -8.252 | 23.1600 | 93.1900 | -4.246 | 6.8100 | 468.5300 | 224 | 0.8750 | bilinear |
| 8 | tf_efficientnet_b5_ns | -2 | 76.8200 | -9.260 | 23.1800 | 93.5800 | -4.174 | 6.4200 | 30.3900 | 456 | 0.9340 | bicubic |
| 9 | tf_efficientnet_b7_ap | +2 | 76.0900 | -9.028 | 23.9100 | 92.9700 | -4.282 | 7.0300 | 66.3500 | 600 | 0.9490 | bicubic |
| 10 | tf_efficientnet_b8_ap | -1 | 76.0900 | -9.278 | 23.9100 | 92.7300 | -4.564 | 7.2700 | 87.4100 | 672 | 0.9540 | bicubic |
| 11 | ig_resnext101_32x16d | +7 | 75.7100 | -8.466 | 24.2900 | 92.9000 | -4.296 | 7.1000 | 194.0300 | 224 | 0.8750 | bilinear |
| 12 | tf_efficientnet_b4_ns | -2 | 75.6900 | -9.468 | 24.3100 | 93.0400 | -4.428 | 6.9600 | 19.3400 | 380 | 0.9220 | bicubic |
| 13 | swsl_resnext101_32x8d | +2 | 75.4500 | -8.844 | 24.5500 | 92.7500 | -4.424 | 7.2500 | 88.7900 | 224 | 0.8750 | bilinear |
| 14 | tf_efficientnet_b6_ap | = | 75.3800 | -9.406 | 24.6200 | 92.4400 | -4.698 | 7.5600 | 43.0400 | 528 | 0.9420 | bicubic |
| 15 | tf_efficientnet_b8 | -7 | 74.9300 | -10.440 | 25.0700 | 92.3200 | -5.072 | 7.6800 | 87.4100 | 672 | 0.9540 | bicubic |
| 16 | tf_efficientnet_b7 | -3 | 74.7200 | -10.212 | 25.2800 | 92.2200 | -4.988 | 7.7800 | 66.3500 | 600 | 0.9490 | bicubic |
| 17 | tf_efficientnet_b5_ap | -1 | 74.5900 | -9.664 | 25.4100 | 91.9900 | -4.986 | 8.0100 | 30.3900 | 456 | 0.9340 | bicubic |
| 18 | swsl_resnext101_32x4d | +7 | 74.1500 | -9.084 | 25.8500 | 91.9900 | -4.766 | 8.0100 | 44.1800 | 224 | 0.8750 | bilinear |
| 19 | swsl_resnext101_32x16d | +4 | 74.0100 | -9.328 | 25.9900 | 92.1700 | -4.682 | 7.8300 | 194.0300 | 224 | 0.8750 | bilinear |
| 20 | resnest200e | +1 | 73.9300 | -9.904 | 26.0700 | 91.5800 | -5.258 | 8.4200 | 70.2000 | 320 | 0.8750 | bilinear |
| 21 | tf_efficientnet_b6 | -2 | 73.9000 | -10.212 | 26.1000 | 91.7500 | -5.134 | 8.2500 | 43.0400 | 528 | 0.9420 | bicubic |
| 22 | tf_efficientnet_b3_ns | -2 | 73.8700 | -10.184 | 26.1300 | 91.8600 | -5.052 | 8.1400 | 12.2300 | 300 | 0.9040 | bicubic |
| 23 | ig_resnext101_32x8d | +7 | 73.6600 | -9.028 | 26.3400 | 92.1500 | -4.482 | 7.8500 | 88.7900 | 224 | 0.8750 | bilinear |
| 24 | tf_efficientnet_b5 | -2 | 73.5400 | -10.276 | 26.4600 | 91.4600 | -5.290 | 8.5400 | 30.3900 | 456 | 0.9340 | bicubic |
| 25 | resnest269e | -8 | 73.4600 | -10.726 | 26.5400 | 91.6800 | -5.242 | 8.3200 | 110.9300 | 416 | 0.8750 | bilinear |
| 26 | tf_efficientnet_b4_ap | -2 | 72.8900 | -10.358 | 27.1100 | 90.9800 | -5.408 | 9.0200 | 19.3400 | 380 | 0.9220 | bicubic |
| 27 | swsl_resnext50_32x4d | +7 | 72.5800 | -9.600 | 27.4200 | 90.8400 | -5.388 | 9.1600 | 25.0300 | 224 | 0.8750 | bilinear |
| 28 | resnest101e | = | 72.5500 | -10.340 | 27.4500 | 90.8100 | -5.514 | 9.1900 | 48.2800 | 256 | 0.8750 | bilinear |
| 29 | tresnet_xl_448 | -3 | 72.5500 | -10.498 | 27.4500 | 90.3100 | -5.864 | 9.6900 | 78.4400 | 448 | 0.8750 | bilinear |
| 30 | pnasnet5large | -1 | 72.3700 | -10.370 | 27.6300 | 90.2600 | -5.780 | 9.7400 | 86.0600 | 331 | 0.8750 | bicubic |
| 31 | nasnetalarge | = | 72.3100 | -10.248 | 27.6900 | 90.5100 | -5.526 | 9.4900 | 88.7500 | 331 | 0.8750 | bicubic |
| 32 | tf_efficientnet_b4 | -5 | 72.2800 | -10.736 | 27.7200 | 90.6000 | -5.698 | 9.4000 | 19.3400 | 380 | 0.9220 | bicubic |
| 33 | tf_efficientnet_b2_ns | -1 | 72.2700 | -10.110 | 27.7300 | 91.0900 | -5.162 | 8.9100 | 9.1100 | 260 | 0.8900 | bicubic |
| 34 | swsl_resnet50 | +15 | 71.6900 | -9.490 | 28.3100 | 90.5100 | -5.476 | 9.4900 | 25.5600 | 224 | 0.8750 | bilinear |
| 35 | tresnet_xl | +1 | 71.6500 | -10.420 | 28.3500 | 89.6300 | -6.298 | 10.3700 | 78.4400 | 224 | 0.8750 | bilinear |
| 36 | tresnet_l_448 | -3 | 71.6000 | -10.668 | 28.4000 | 90.0600 | -5.918 | 9.9400 | 55.9900 | 448 | 0.8750 | bilinear |
| 37 | ecaresnet101d | -2 | 71.5000 | -10.666 | 28.5000 | 90.3100 | -5.742 | 9.6900 | 44.5700 | 224 | 0.8750 | bicubic |
| 38 | ssl_resnext101_32x8d | +4 | 71.4900 | -10.136 | 28.5100 | 90.4700 | -5.568 | 9.5300 | 88.7900 | 224 | 0.8750 | bilinear |
| 39 | ssl_resnext101_32x16d | -1 | 71.4000 | -10.436 | 28.6000 | 90.5500 | -5.544 | 9.4500 | 194.0300 | 224 | 0.8750 | bilinear |
| 40 | tresnet_m_448 | = | 71.0000 | -10.712 | 29.0000 | 88.6800 | -6.890 | 11.3200 | 31.3900 | 448 | 0.8750 | bilinear |
| 41 | resnest50d_4s2x40d | +9 | 70.9400 | -10.174 | 29.0600 | 89.7100 | -5.858 | 10.2900 | 30.4200 | 224 | 0.8750 | bicubic |
| 42 | tf_efficientnet_b3_ap | -3 | 70.9200 | -10.908 | 29.0800 | 89.4300 | -6.194 | 10.5700 | 12.2300 | 300 | 0.9040 | bicubic |
| 43 | efficientnet_b3a | -6 | 70.8700 | -11.004 | 29.1300 | 89.7200 | -6.120 | 10.2800 | 12.2300 | 320 | 1.0000 | bicubic |
| 44 | tf_efficientnet_b1_ns | +2 | 70.8500 | -10.536 | 29.1500 | 90.1100 | -5.628 | 9.8900 | 7.7900 | 240 | 0.8820 | bicubic |
| 45 | tresnet_l | = | 70.8300 | -10.658 | 29.1700 | 89.6100 | -6.018 | 10.3900 | 55.9900 | 224 | 0.8750 | bilinear |
| 46 | efficientnet_b3 | -2 | 70.7600 | -10.738 | 29.2400 | 89.8400 | -5.878 | 10.1600 | 12.2300 | 300 | 0.9040 | bicubic |
| 47 | tf_efficientnet_b3 | -6 | 70.6200 | -11.020 | 29.3800 | 89.4400 | -6.282 | 10.5600 | 12.2300 | 300 | 0.9040 | bicubic |
| 48 | gluon_senet154 | = | 70.6000 | -10.624 | 29.4000 | 88.9200 | -6.436 | 11.0800 | 115.0900 | 224 | 0.8750 | bicubic |
| 49 | ssl_resnext101_32x4d | +5 | 70.5000 | -10.428 | 29.5000 | 89.7600 | -5.968 | 10.2400 | 44.1800 | 224 | 0.8750 | bilinear |
| 50 | senet154 | -3 | 70.4800 | -10.824 | 29.5200 | 88.9900 | -6.508 | 11.0100 | 115.0900 | 224 | 0.8750 | bilinear |
| 51 | gluon_seresnext101_64x4d | +5 | 70.4400 | -10.450 | 29.5600 | 89.3500 | -5.954 | 10.6500 | 88.2300 | 224 | 0.8750 | bicubic |
| 52 | resnest50d_1s4x24d | = | 70.4300 | -10.560 | 29.5700 | 89.2400 | -6.082 | 10.7600 | 25.6800 | 224 | 0.8750 | bicubic |
| 53 | tf_efficientnet_lite4 | -10 | 70.4300 | -11.098 | 29.5700 | 89.1200 | -6.548 | 10.8800 | 13.0100 | 380 | 0.9200 | bilinear |
| 54 | resnest50d | -1 | 70.4200 | -10.538 | 29.5800 | 88.7600 | -6.622 | 11.2400 | 27.4800 | 224 | 0.8750 | bilinear |
| 55 | gluon_resnet152_v1s | -4 | 70.3200 | -10.692 | 29.6800 | 88.8700 | -6.546 | 11.1300 | 60.3200 | 224 | 0.8750 | bicubic |
| 56 | ecaresnet101d_pruned | +3 | 70.1200 | -10.688 | 29.8800 | 89.5800 | -6.048 | 10.4200 | 24.8800 | 224 | 0.8750 | bicubic |
| 57 | inception_resnet_v2 | +9 | 70.1200 | -10.340 | 29.8800 | 88.6800 | -6.630 | 11.3200 | 55.8400 | 299 | 0.8975 | bicubic |
| 58 | gluon_seresnext101_32x4d | -3 | 70.0100 | -10.892 | 29.9900 | 88.9100 | -6.384 | 11.0900 | 48.9600 | 224 | 0.8750 | bicubic |
| 59 | gluon_resnet152_v1d | +6 | 69.9500 | -10.520 | 30.0500 | 88.4700 | -6.736 | 11.5300 | 60.2100 | 224 | 0.8750 | bicubic |
| 60 | ecaresnet50d | +2 | 69.8300 | -10.774 | 30.1700 | 89.3700 | -5.952 | 10.6300 | 25.5800 | 224 | 0.8750 | bicubic |
| 61 | gluon_resnext101_64x4d | +2 | 69.6900 | -10.912 | 30.3100 | 88.2600 | -6.734 | 11.7400 | 83.4600 | 224 | 0.8750 | bicubic |
| 62 | ssl_resnext50_32x4d | +11 | 69.6900 | -10.638 | 30.3100 | 89.4200 | -5.984 | 10.5800 | 25.0300 | 224 | 0.8750 | bilinear |
| 63 | tresnet_m | -3 | 69.6500 | -11.146 | 30.3500 | 88.0000 | -6.856 | 12.0000 | 31.3900 | 224 | 0.8750 | bilinear |
| 64 | efficientnet_b3_pruned | -7 | 69.5800 | -11.276 | 30.4200 | 88.9700 | -6.270 | 11.0300 | 9.8600 | 300 | 0.9040 | bicubic |
| 65 | ens_adv_inception_resnet_v2 | +19 | 69.5200 | -10.456 | 30.4800 | 88.5000 | -6.446 | 11.5000 | 55.8400 | 299 | 0.8975 | bicubic |
| 66 | efficientnet_b2a | -5 | 69.4900 | -11.118 | 30.5100 | 88.6800 | -6.630 | 11.3200 | 9.1100 | 288 | 1.0000 | bicubic |
| 67 | inception_v4 | +13 | 69.3500 | -10.806 | 30.6500 | 88.7800 | -6.194 | 11.2200 | 42.6800 | 299 | 0.8750 | bicubic |
| 68 | seresnext101_32x4d | +10 | 69.3400 | -10.896 | 30.6600 | 88.0500 | -6.978 | 11.9500 | 48.9600 | 224 | 0.8750 | bilinear |
| 69 | ecaresnetlight | -2 | 69.3300 | -11.124 | 30.6700 | 89.2200 | -6.036 | 10.7800 | 30.1600 | 224 | 0.8750 | bicubic |
| 70 | gluon_resnet152_v1c | +16 | 69.1300 | -10.786 | 30.8700 | 87.8900 | -6.952 | 12.1100 | 60.2100 | 224 | 0.8750 | bicubic |
| 71 | mixnet_xl | -7 | 69.0800 | -11.398 | 30.9200 | 88.3100 | -6.622 | 11.6900 | 11.9000 | 224 | 0.8750 | bicubic |
| 72 | efficientnet_b2 | -2 | 69.0000 | -11.402 | 31.0000 | 88.6200 | -6.456 | 11.3800 | 9.1100 | 260 | 0.8750 | bicubic |
| 73 | gluon_resnet101_v1d | -4 | 68.9900 | -11.434 | 31.0100 | 88.0800 | -6.940 | 11.9200 | 44.5700 | 224 | 0.8750 | bicubic |
| 74 | gluon_xception65 | +24 | 68.9800 | -10.624 | 31.0200 | 88.3200 | -6.428 | 11.6800 | 39.9200 | 299 | 0.8750 | bicubic |
| 75 | gluon_resnext101_32x4d | -3 | 68.9600 | -11.374 | 31.0400 | 88.3400 | -6.586 | 11.6600 | 44.1800 | 224 | 0.8750 | bicubic |
| 76 | tf_efficientnet_b2_ap | -2 | 68.9300 | -11.376 | 31.0700 | 88.3400 | -6.688 | 11.6600 | 9.1100 | 260 | 0.8900 | bicubic |
| 77 | gluon_resnet152_v1b | +18 | 68.8100 | -10.882 | 31.1900 | 87.7100 | -7.028 | 12.2900 | 60.1900 | 224 | 0.8750 | bicubic |
| 78 | dpn131 | +12 | 68.7600 | -11.068 | 31.2400 | 87.4800 | -7.224 | 12.5200 | 79.2500 | 224 | 0.8750 | bicubic |
| 79 | resnext50d_32x4d | +17 | 68.7500 | -10.924 | 31.2500 | 88.3100 | -6.558 | 11.6900 | 25.0500 | 224 | 0.8750 | bicubic |
| 80 | tf_efficientnet_b2 | +2 | 68.7500 | -11.340 | 31.2500 | 87.9500 | -6.956 | 12.0500 | 9.1100 | 260 | 0.8900 | bicubic |
| 81 | gluon_resnet101_v1s | -6 | 68.7200 | -11.580 | 31.2800 | 87.9000 | -7.250 | 12.1000 | 44.6700 | 224 | 0.8750 | bicubic |
| 82 | dpn107 | -3 | 68.7100 | -11.454 | 31.2900 | 88.1300 | -6.782 | 11.8700 | 86.9200 | 224 | 0.8750 | bicubic |
| 83 | gluon_seresnext50_32x4d | +4 | 68.6700 | -11.242 | 31.3300 | 88.3200 | -6.498 | 11.6800 | 27.5600 | 224 | 0.8750 | bicubic |
| 84 | hrnet_w64 | +17 | 68.6300 | -10.842 | 31.3700 | 88.0700 | -6.580 | 11.9300 | 128.0600 | 224 | 0.8750 | bilinear |
| 85 | resnext50_32x4d | +7 | 68.6100 | -11.152 | 31.3900 | 87.5700 | -7.030 | 12.4300 | 25.0300 | 224 | 0.8750 | bicubic |
| 86 | dpn98 | +11 | 68.5800 | -11.056 | 31.4200 | 87.6600 | -6.934 | 12.3400 | 61.5700 | 224 | 0.8750 | bicubic |
| 87 | ssl_resnet50 | +24 | 68.4200 | -10.808 | 31.5800 | 88.5800 | -6.252 | 11.4200 | 25.5600 | 224 | 0.8750 | bilinear |
| 88 | ecaresnet50d_pruned | +5 | 68.3900 | -11.328 | 31.6100 | 88.3700 | -6.520 | 11.6300 | 19.9400 | 224 | 0.8750 | bicubic |
| 89 | skresnext50_32x4d | -8 | 68.3900 | -11.760 | 31.6100 | 87.5900 | -7.054 | 12.4100 | 27.4800 | 224 | 0.8750 | bicubic |
| 90 | dla102x2 | +12 | 68.3400 | -11.112 | 31.6600 | 87.8700 | -6.774 | 12.1300 | 41.7500 | 224 | 0.8750 | bilinear |
| 91 | efficientnet_b2_pruned | -6 | 68.3000 | -11.618 | 31.7000 | 88.1000 | -6.748 | 11.9000 | 8.3100 | 260 | 0.8900 | bicubic |
| 92 | gluon_resnext50_32x4d | +11 | 68.2800 | -11.076 | 31.7200 | 87.3200 | -7.104 | 12.6800 | 25.0300 | 224 | 0.8750 | bicubic |
| 93 | tf_efficientnet_lite3 | -2 | 68.2300 | -11.582 | 31.7700 | 87.7200 | -7.194 | 12.2800 | 8.2000 | 300 | 0.9040 | bilinear |
| 94 | ese_vovnet39b | +10 | 68.1900 | -11.130 | 31.8100 | 88.2600 | -6.450 | 11.7400 | 24.5700 | 224 | 0.8750 | bicubic |
| 95 | tf_efficientnet_el | -27 | 68.1800 | -12.268 | 31.8200 | 88.3500 | -6.810 | 11.6500 | 10.5900 | 300 | 0.9040 | bicubic |
| 96 | dpn92 | -13 | 68.0100 | -12.006 | 31.9900 | 87.5900 | -7.248 | 12.4100 | 37.6700 | 224 | 0.8750 | bicubic |
| 97 | gluon_resnet50_v1d | +20 | 67.9100 | -11.164 | 32.0900 | 87.1200 | -7.356 | 12.8800 | 25.5800 | 224 | 0.8750 | bicubic |
| 98 | seresnext50_32x4d | +18 | 67.8700 | -11.206 | 32.1300 | 87.6200 | -6.814 | 12.3800 | 27.5600 | 224 | 0.8750 | bilinear |
| 99 | resnext101_32x8d | +6 | 67.8500 | -11.462 | 32.1500 | 87.4800 | -7.046 | 12.5200 | 88.7900 | 224 | 0.8750 | bilinear |
| 100 | hrnet_w44 | +23 | 67.7700 | -11.124 | 32.2300 | 87.5300 | -6.840 | 12.4700 | 67.0600 | 224 | 0.8750 | bilinear |
| 101 | hrnet_w48 | +5 | 67.7700 | -11.540 | 32.2300 | 87.4200 | -7.098 | 12.5800 | 77.4700 | 224 | 0.8750 | bilinear |
| 102 | tf_efficientnet_b0_ns | +32 | 67.7200 | -10.932 | 32.2800 | 88.0800 | -6.288 | 11.9200 | 5.2900 | 224 | 0.8750 | bicubic |
| 103 | xception | +16 | 67.6700 | -11.378 | 32.3300 | 87.5700 | -6.822 | 12.4300 | 22.8600 | 299 | 0.8975 | bicubic |
| 104 | dla169 | +26 | 67.6100 | -11.100 | 32.3900 | 87.5600 | -6.778 | 12.4400 | 53.9900 | 224 | 0.8750 | bilinear |
| 105 | gluon_inception_v3 | +22 | 67.5900 | -11.214 | 32.4100 | 87.4600 | -6.920 | 12.5400 | 23.8300 | 299 | 0.8750 | bicubic |
| 106 | hrnet_w40 | +16 | 67.5900 | -11.344 | 32.4100 | 87.1300 | -7.336 | 12.8700 | 57.5600 | 224 | 0.8750 | bilinear |
| 107 | gluon_resnet101_v1c | -7 | 67.5600 | -11.984 | 32.4400 | 87.1600 | -7.426 | 12.8400 | 44.5700 | 224 | 0.8750 | bicubic |
| 108 | seresnet152 | +25 | 67.5500 | -11.108 | 32.4500 | 87.3900 | -6.984 | 12.6100 | 66.8200 | 224 | 0.8750 | bilinear |
| 109 | res2net50_26w_8s | +4 | 67.5300 | -11.680 | 32.4700 | 87.2700 | -7.092 | 12.7300 | 48.4000 | 224 | 0.8750 | bilinear |
| 110 | tf_efficientnet_b1_ap | = | 67.5200 | -11.758 | 32.4800 | 87.7700 | -6.538 | 12.2300 | 7.7900 | 240 | 0.8820 | bicubic |
| 111 | tf_efficientnet_cc_b1_8e | -3 | 67.4800 | -11.818 | 32.5200 | 87.3100 | -7.054 | 12.6900 | 39.7200 | 240 | 0.8820 | bicubic |
| 112 | gluon_resnet101_v1b | -5 | 67.4500 | -11.854 | 32.5500 | 87.2300 | -7.294 | 12.7700 | 44.5500 | 224 | 0.8750 | bicubic |
| 113 | res2net101_26w_4s | +2 | 67.4500 | -11.746 | 32.5500 | 87.0100 | -7.430 | 12.9900 | 45.2100 | 224 | 0.8750 | bilinear |
| 114 | resnet50 | +6 | 67.4400 | -11.592 | 32.5600 | 87.4200 | -6.964 | 12.5800 | 25.5600 | 224 | 0.8750 | bicubic |
| 115 | resnetblur50 | -6 | 67.4400 | -11.850 | 32.5600 | 87.4300 | -7.202 | 12.5700 | 25.5600 | 224 | 0.8750 | bicubic |
| 116 | resnest26d | +22 | 67.2100 | -11.272 | 32.7900 | 87.1800 | -7.110 | 12.8200 | 17.0700 | 224 | 0.8750 | bilinear |
| 117 | efficientnet_b1 | +14 | 67.1600 | -11.538 | 32.8400 | 87.1500 | -7.002 | 12.8500 | 7.7900 | 240 | 0.8750 | bicubic |
| 118 | seresnet101 | +26 | 67.1500 | -11.246 | 32.8500 | 87.0500 | -7.208 | 12.9500 | 49.3300 | 224 | 0.8750 | bilinear |
| 119 | gluon_resnet50_v1s | +10 | 67.1000 | -11.612 | 32.9000 | 86.8600 | -7.382 | 13.1400 | 25.6800 | 224 | 0.8750 | bicubic |
| 120 | dla60x | +26 | 67.0800 | -11.162 | 32.9200 | 87.1700 | -6.852 | 12.8300 | 17.6500 | 224 | 0.8750 | bilinear |
| 121 | dla60_res2net | +18 | 67.0300 | -11.442 | 32.9700 | 87.1400 | -7.064 | 12.8600 | 21.1500 | 224 | 0.8750 | bilinear |
| 122 | resnet152 | +23 | 67.0200 | -11.292 | 32.9800 | 87.5700 | -6.476 | 12.4300 | 60.1900 | 224 | 0.8750 | bilinear |
| 123 | dla102x | +13 | 67.0000 | -11.508 | 33.0000 | 86.7700 | -7.464 | 13.2300 | 26.7700 | 224 | 0.8750 | bilinear |
| 124 | mixnet_l | -3 | 66.9700 | -12.006 | 33.0300 | 86.9400 | -7.244 | 13.0600 | 7.3300 | 224 | 0.8750 | bicubic |
| 125 | res2net50_26w_6s | +10 | 66.9100 | -11.664 | 33.0900 | 86.9000 | -7.226 | 13.1000 | 37.0500 | 224 | 0.8750 | bilinear |
| 126 | efficientnet_es | +26 | 66.8900 | -11.164 | 33.1100 | 86.7300 | -7.200 | 13.2700 | 5.4400 | 224 | 0.8750 | bicubic |
| 127 | tf_efficientnet_b1 | -1 | 66.8900 | -11.942 | 33.1100 | 87.0400 | -7.156 | 12.9600 | 7.7900 | 240 | 0.8820 | bicubic |
| 128 | tf_efficientnet_em | +4 | 66.8700 | -11.828 | 33.1300 | 86.9800 | -7.340 | 13.0200 | 6.9000 | 240 | 0.8820 | bicubic |
| 129 | hrnet_w32 | +13 | 66.7900 | -11.658 | 33.2100 | 87.2900 | -6.898 | 12.7100 | 41.2300 | 224 | 0.8750 | bilinear |
| 130 | tf_mixnet_l | -2 | 66.7800 | -11.990 | 33.2200 | 86.4600 | -7.544 | 13.5400 | 7.3300 | 224 | 0.8750 | bicubic |
| 131 | hrnet_w30 | +18 | 66.7600 | -11.436 | 33.2400 | 86.7900 | -7.430 | 13.2100 | 37.7100 | 224 | 0.8750 | bilinear |
| 132 | selecsls60b | +11 | 66.7200 | -11.698 | 33.2800 | 86.5400 | -7.626 | 13.4600 | 32.7700 | 224 | 0.8750 | bicubic |
| 133 | wide_resnet101_2 | -8 | 66.6800 | -12.166 | 33.3200 | 87.0400 | -7.244 | 12.9600 | 126.8900 | 224 | 0.8750 | bilinear |
| 134 | wide_resnet50_2 | +6 | 66.6500 | -11.818 | 33.3500 | 86.8100 | -7.276 | 13.1900 | 68.8800 | 224 | 0.8750 | bilinear |
| 135 | dla60_res2next | +6 | 66.6400 | -11.808 | 33.3600 | 87.0200 | -7.124 | 12.9800 | 17.3300 | 224 | 0.8750 | bilinear |
| 136 | adv_inception_v3 | +30 | 66.6000 | -10.980 | 33.4000 | 86.5600 | -7.164 | 13.4400 | 23.8300 | 299 | 0.8750 | bicubic |
| 137 | dla102 | +16 | 66.5500 | -11.476 | 33.4500 | 86.9100 | -7.040 | 13.0900 | 33.7300 | 224 | 0.8750 | bilinear |
| 138 | gluon_resnet50_v1c | +16 | 66.5400 | -11.470 | 33.4600 | 86.1600 | -7.828 | 13.8400 | 25.5800 | 224 | 0.8750 | bicubic |
| 139 | tf_inception_v3 | +21 | 66.4200 | -11.436 | 33.5800 | 86.6800 | -6.964 | 13.3200 | 23.8300 | 299 | 0.8750 | bicubic |
| 140 | efficientnet_b0 | +22 | 66.2500 | -11.442 | 33.7500 | 85.9500 | -7.582 | 14.0500 | 5.2900 | 224 | 0.8750 | bicubic |
| 141 | seresnet50 | +22 | 66.2400 | -11.396 | 33.7600 | 86.3300 | -7.422 | 13.6700 | 28.0900 | 224 | 0.8750 | bilinear |
| 142 | selecsls60 | +15 | 66.2200 | -11.762 | 33.7800 | 86.3300 | -7.502 | 13.6700 | 30.6700 | 224 | 0.8750 | bicubic |
| 143 | tf_efficientnet_cc_b0_8e | +16 | 66.2100 | -11.698 | 33.7900 | 86.2200 | -7.436 | 13.7800 | 24.0100 | 224 | 0.8750 | bicubic |
| 144 | tv_resnext50_32x4d | +20 | 66.1800 | -11.438 | 33.8200 | 86.0400 | -7.658 | 13.9600 | 25.0300 | 224 | 0.8750 | bilinear |
| 145 | res2net50_26w_4s | +13 | 66.1700 | -11.776 | 33.8300 | 86.6000 | -7.252 | 13.4000 | 25.7000 | 224 | 0.8750 | bilinear |
| 146 | inception_v3 | +25 | 66.1200 | -11.316 | 33.8800 | 86.3400 | -7.136 | 13.6600 | 23.8300 | 299 | 0.8750 | bicubic |
| 147 | efficientnet_b1_pruned | = | 66.0800 | -12.162 | 33.9200 | 86.5800 | -7.252 | 13.4200 | 6.3300 | 240 | 0.8820 | bicubic |
| 148 | gluon_resnet50_v1b | +19 | 66.0400 | -11.538 | 33.9600 | 86.2700 | -7.448 | 13.7300 | 25.5600 | 224 | 0.8750 | bicubic |
| 149 | res2net50_14w_8s | +2 | 66.0200 | -12.132 | 33.9800 | 86.2400 | -7.602 | 13.7600 | 25.0600 | 224 | 0.8750 | bilinear |
| 150 | densenet161 | +23 | 65.8500 | -11.498 | 34.1500 | 86.4600 | -7.188 | 13.5400 | 28.6800 | 224 | 0.8750 | bicubic |
| 151 | res2next50 | -3 | 65.8500 | -12.392 | 34.1500 | 85.8300 | -8.062 | 14.1700 | 24.6700 | 224 | 0.8750 | bilinear |
| 152 | seresnext26tn_32x4d | +3 | 65.8500 | -12.140 | 34.1500 | 85.6800 | -8.068 | 14.3200 | 16.8100 | 224 | 0.8750 | bicubic |
| 153 | skresnet34 | +32 | 65.7700 | -11.140 | 34.2300 | 85.9600 | -7.356 | 14.0400 | 22.2800 | 224 | 0.8750 | bicubic |
| 154 | resnet101 | +18 | 65.6800 | -11.694 | 34.3200 | 85.9800 | -7.566 | 14.0200 | 44.5500 | 224 | 0.8750 | bilinear |
| 155 | dpn68b | +13 | 65.6000 | -11.914 | 34.4000 | 85.9400 | -7.882 | 14.0600 | 12.6100 | 224 | 0.8750 | bicubic |
| 156 | seresnext26t_32x4d | = | 65.6000 | -12.388 | 34.4000 | 86.0900 | -7.616 | 13.9100 | 16.8200 | 224 | 0.8750 | bicubic |
| 157 | selecsls42b | +22 | 65.5900 | -11.586 | 34.4100 | 85.8300 | -7.562 | 14.1700 | 32.4600 | 224 | 0.8750 | bicubic |
| 158 | tf_efficientnet_b0_ap | +23 | 65.4900 | -11.594 | 34.5100 | 85.5500 | -7.704 | 14.4500 | 5.2900 | 224 | 0.8750 | bicubic |
| 159 | seresnext26d_32x4d | +6 | 65.4200 | -12.184 | 34.5800 | 85.9700 | -7.642 | 14.0300 | 16.8100 | 224 | 0.8750 | bicubic |
| 160 | tf_efficientnet_lite2 | +10 | 65.3900 | -12.070 | 34.6100 | 86.0300 | -7.716 | 13.9700 | 6.0900 | 260 | 0.8900 | bicubic |
| 161 | res2net50_48w_2s | +8 | 65.3200 | -12.194 | 34.6800 | 85.9600 | -7.588 | 14.0400 | 25.2900 | 224 | 0.8750 | bilinear |
| 162 | densenetblur121d | +28 | 65.3000 | -11.276 | 34.7000 | 85.7100 | -7.480 | 14.2900 | 8.0000 | 224 | 0.8750 | bicubic |
| 163 | densenet201 | +13 | 65.2800 | -12.010 | 34.7200 | 85.6700 | -7.808 | 14.3300 | 20.0100 | 224 | 0.8750 | bicubic |
| 164 | tf_efficientnet_es | +13 | 65.2400 | -12.024 | 34.7600 | 85.5400 | -8.060 | 14.4600 | 5.4400 | 224 | 0.8750 | bicubic |
| 165 | dla60 | +17 | 65.2200 | -11.804 | 34.7800 | 85.7500 | -7.558 | 14.2500 | 22.3300 | 224 | 0.8750 | bilinear |
| 166 | tf_efficientnet_cc_b0_4e | +8 | 65.1300 | -12.174 | 34.8700 | 85.1300 | -8.202 | 14.8700 | 13.3100 | 224 | 0.8750 | bicubic |
| 167 | mobilenetv2_120d | +8 | 65.0400 | -12.254 | 34.9600 | 85.9900 | -7.512 | 14.0100 | 5.8300 | 224 | 0.8750 | bicubic |
| 168 | seresnext26_32x4d | +12 | 65.0400 | -12.060 | 34.9600 | 85.6500 | -7.660 | 14.3500 | 16.7900 | 224 | 0.8750 | bicubic |
| 169 | hrnet_w18 | +18 | 64.9100 | -11.846 | 35.0900 | 85.7500 | -7.692 | 14.2500 | 21.3000 | 224 | 0.8750 | bilinear |
| 170 | densenet169 | +26 | 64.7800 | -11.132 | 35.2200 | 85.2500 | -7.774 | 14.7500 | 14.1500 | 224 | 0.8750 | bicubic |
| 171 | mixnet_m | +7 | 64.6900 | -12.566 | 35.3100 | 85.4700 | -7.948 | 14.5300 | 5.0100 | 224 | 0.8750 | bicubic |
| 172 | resnet26d | +16 | 64.6300 | -12.050 | 35.3700 | 85.1200 | -8.046 | 14.8800 | 16.0100 | 224 | 0.8750 | bicubic |
| 173 | tf_efficientnet_lite1 | +16 | 64.3700 | -12.268 | 35.6300 | 85.4900 | -7.742 | 14.5100 | 5.4200 | 240 | 0.8820 | bicubic |
| 174 | tf_efficientnet_b0 | +12 | 64.2900 | -12.550 | 35.7100 | 85.2500 | -7.976 | 14.7500 | 5.2900 | 224 | 0.8750 | bicubic |
| 175 | tf_mixnet_m | +8 | 64.2700 | -12.680 | 35.7300 | 85.0900 | -8.066 | 14.9100 | 5.0100 | 224 | 0.8750 | bicubic |
| 176 | dpn68 | +17 | 64.2200 | -12.086 | 35.7800 | 85.1800 | -7.790 | 14.8200 | 12.6100 | 224 | 0.8750 | bicubic |
| 177 | mobilenetv2_140 | +14 | 64.0500 | -12.474 | 35.9500 | 85.0200 | -7.970 | 14.9800 | 6.1100 | 224 | 0.8750 | bicubic |
| 178 | densenet121 | +22 | 63.7400 | -11.834 | 36.2600 | 84.6300 | -8.026 | 15.3700 | 7.9800 | 224 | 0.8750 | bicubic |
| 179 | resnest14d | +23 | 63.6000 | -11.904 | 36.4000 | 84.2200 | -8.294 | 15.7800 | 10.6100 | 224 | 0.8750 | bilinear |
| 180 | tf_mixnet_s | +18 | 63.5900 | -12.058 | 36.4100 | 84.2700 | -8.366 | 15.7300 | 4.1300 | 224 | 0.8750 | bicubic |
| 181 | resnet26 | +23 | 63.4500 | -11.842 | 36.5500 | 84.2700 | -8.300 | 15.7300 | 16.0000 | 224 | 0.8750 | bicubic |
| 182 | mixnet_s | +13 | 63.3800 | -12.608 | 36.6200 | 84.7100 | -8.084 | 15.2900 | 4.1300 | 224 | 0.8750 | bicubic |
| 183 | mobilenetv3_large_100 | +14 | 63.3600 | -12.408 | 36.6400 | 84.0800 | -8.460 | 15.9200 | 5.4800 | 224 | 0.8750 | bicubic |
| 184 | tv_resnet50 | +10 | 63.3300 | -12.800 | 36.6700 | 84.6500 | -8.212 | 15.3500 | 25.5600 | 224 | 0.8750 | bilinear |
| 185 | mobilenetv3_rw | +14 | 63.2300 | -12.398 | 36.7700 | 84.5200 | -8.190 | 15.4800 | 5.4800 | 224 | 0.8750 | bicubic |
| 186 | semnasnet_100 | +17 | 63.1200 | -12.336 | 36.8800 | 84.5300 | -8.062 | 15.4700 | 3.8900 | 224 | 0.8750 | bicubic |
| 187 | tv_densenet121 | +26 | 62.9400 | -11.812 | 37.0600 | 84.2600 | -7.892 | 15.7400 | 7.9800 | 224 | 0.8750 | bicubic |
| 188 | seresnet34 | +24 | 62.8900 | -11.918 | 37.1100 | 84.2200 | -7.906 | 15.7800 | 21.9600 | 224 | 0.8750 | bilinear |
| 189 | hrnet_w18_small_v2 | +17 | 62.8300 | -12.296 | 37.1700 | 83.9700 | -8.446 | 16.0300 | 15.6000 | 224 | 0.8750 | bilinear |
| 190 | mobilenetv2_110d | +19 | 62.8200 | -12.232 | 37.1800 | 84.4800 | -7.700 | 15.5200 | 4.5200 | 224 | 0.8750 | bicubic |
| 191 | resnet34 | +17 | 62.8200 | -12.292 | 37.1800 | 84.1200 | -8.168 | 15.8800 | 21.8000 | 224 | 0.8750 | bilinear |
| 192 | swsl_resnet18 | +30 | 62.7300 | -10.556 | 37.2700 | 84.3000 | -7.432 | 15.7000 | 11.6900 | 224 | 0.8750 | bilinear |
| 193 | tf_efficientnet_lite0 | +18 | 62.5800 | -12.262 | 37.4200 | 84.2500 | -7.920 | 15.7500 | 4.6500 | 224 | 0.8750 | bicubic |
| 194 | gluon_resnet34_v1b | +22 | 62.5600 | -12.020 | 37.4400 | 84.0000 | -7.988 | 16.0000 | 21.8000 | 224 | 0.8750 | bicubic |
| 195 | dla34 | +20 | 62.5100 | -12.126 | 37.4900 | 83.9200 | -8.144 | 16.0800 | 15.7800 | 224 | 0.8750 | bilinear |
| 196 | tf_mobilenetv3_large_100 | +5 | 62.4700 | -13.046 | 37.5300 | 83.9600 | -8.640 | 16.0400 | 5.4800 | 224 | 0.8750 | bilinear |
| 197 | fbnetc_100 | +10 | 62.4300 | -12.690 | 37.5700 | 83.3900 | -8.996 | 16.6100 | 5.5700 | 224 | 0.8750 | bilinear |
| 198 | mnasnet_100 | +16 | 61.9100 | -12.746 | 38.0900 | 83.7100 | -8.416 | 16.2900 | 4.3800 | 224 | 0.8750 | bicubic |
| 199 | ssl_resnet18 | +26 | 61.4900 | -11.110 | 38.5100 | 83.3300 | -8.086 | 16.6700 | 11.6900 | 224 | 0.8750 | bilinear |
| 200 | spnasnet_100 | +17 | 61.2100 | -12.870 | 38.7900 | 82.7700 | -9.062 | 17.2300 | 4.4200 | 224 | 0.8750 | bilinear |
| 201 | tv_resnet34 | +20 | 61.2000 | -12.114 | 38.8000 | 82.7200 | -8.700 | 17.2800 | 21.8000 | 224 | 0.8750 | bilinear |
| 202 | skresnet18 | +21 | 60.8500 | -12.194 | 39.1500 | 82.8800 | -8.298 | 17.1200 | 11.9600 | 224 | 0.8750 | bicubic |
| 203 | tf_mobilenetv3_large_075 | +17 | 60.3800 | -13.062 | 39.6200 | 81.9600 | -9.392 | 18.0400 | 3.9900 | 224 | 0.8750 | bilinear |
| 204 | mobilenetv2_100 | +20 | 60.1600 | -12.818 | 39.8400 | 82.2400 | -8.776 | 17.7600 | 3.5000 | 224 | 0.8750 | bicubic |
| 205 | seresnet18 | +24 | 59.8100 | -11.948 | 40.1900 | 81.6800 | -8.654 | 18.3200 | 11.7800 | 224 | 0.8750 | bicubic |
| 206 | tf_mobilenetv3_large_minimal_100 | +22 | 59.0700 | -13.174 | 40.9300 | 81.1400 | -9.496 | 18.8600 | 3.9200 | 224 | 0.8750 | bilinear |
| 207 | hrnet_w18_small | +20 | 58.9700 | -13.372 | 41.0300 | 81.3400 | -9.332 | 18.6600 | 13.1900 | 224 | 0.8750 | bilinear |
| 208 | gluon_resnet18_v1b | +22 | 58.3200 | -12.510 | 41.6800 | 80.9600 | -8.796 | 19.0400 | 11.6900 | 224 | 0.8750 | bicubic |
| 209 | resnet18 | +23 | 57.1800 | -12.578 | 42.8200 | 80.1900 | -8.888 | 19.8100 | 11.6900 | 224 | 0.8750 | bilinear |
| 210 | dla60x_c | +25 | 56.0200 | -11.888 | 43.9800 | 78.9600 | -9.474 | 21.0400 | 1.3400 | 224 | 0.8750 | bilinear |
| 211 | tf_mobilenetv3_small_100 | +23 | 54.5100 | -13.408 | 45.4900 | 77.0800 | -10.582 | 22.9200 | 2.5400 | 224 | 0.8750 | bilinear |
| 212 | dla46x_c | +24 | 53.0800 | -12.900 | 46.9200 | 76.8400 | -10.140 | 23.1600 | 1.0800 | 224 | 0.8750 | bilinear |
| 213 | dla46_c | +25 | 52.2000 | -12.678 | 47.8000 | 75.6800 | -10.606 | 24.3200 | 1.3100 | 224 | 0.8750 | bilinear |
| 214 | tf_mobilenetv3_small_075 | +23 | 52.1500 | -13.568 | 47.8500 | 75.4600 | -10.676 | 24.5400 | 2.0400 | 224 | 0.8750 | bilinear |
| 215 | tf_mobilenetv3_small_minimal_100 | +24 | 49.5300 | -13.368 | 50.4700 | 73.0500 | -11.180 | 26.9500 | 2.0400 | 224 | 0.8750 | bilinear |