model | infer_samples_per_sec | infer_step_time | infer_batch_size | infer_img_size | infer_gmacs | infer_macts | param_count |
tinynet_e | 70939.06 | 14.424 | 1024 | 106 | 0.03 | 0.69 | 2.04 |
mobilenetv3_small_050 | 53363.87 | 19.179 | 1024 | 224 | 0.03 | 0.92 | 1.59 |
lcnet_035 | 39908.29 | 25.648 | 1024 | 224 | 0.03 | 1.04 | 1.64 |
mobilenetv3_small_075 | 38048.72 | 26.902 | 1024 | 224 | 0.05 | 1.3 | 2.04 |
tinynet_d | 35634.7 | 28.724 | 1024 | 152 | 0.05 | 1.42 | 2.34 |
lcnet_050 | 35231.0 | 29.055 | 1024 | 224 | 0.05 | 1.26 | 1.88 |
mobilenetv3_small_100 | 34913.55 | 29.319 | 1024 | 224 | 0.06 | 1.42 | 2.54 |
tf_mobilenetv3_small_minimal_100 | 31288.96 | 32.716 | 1024 | 224 | 0.06 | 1.41 | 2.04 |
tf_mobilenetv3_small_075 | 30676.85 | 33.368 | 1024 | 224 | 0.05 | 1.3 | 2.04 |
lcnet_075 | 30088.74 | 34.022 | 1024 | 224 | 0.1 | 1.99 | 2.36 |
tf_mobilenetv3_small_100 | 28547.5 | 35.858 | 1024 | 224 | 0.06 | 1.42 | 2.54 |
lcnet_100 | 23945.91 | 42.753 | 1024 | 224 | 0.16 | 2.52 | 2.95 |
mnasnet_small | 22244.35 | 46.024 | 1024 | 224 | 0.07 | 2.16 | 2.03 |
levit_128s | 22002.58 | 46.529 | 1024 | 224 | 0.31 | 1.88 | 7.78 |
mobilenetv2_035 | 20937.19 | 48.897 | 1024 | 224 | 0.07 | 2.86 | 1.68 |
mnasnet_050 | 18984.06 | 53.93 | 1024 | 224 | 0.11 | 3.07 | 2.22 |
ghostnet_050 | 18415.88 | 55.593 | 1024 | 224 | 0.05 | 1.77 | 2.59 |
tinynet_c | 17846.73 | 57.365 | 1024 | 184 | 0.11 | 2.87 | 2.46 |
mobilenetv2_050 | 16928.19 | 60.48 | 1024 | 224 | 0.1 | 3.64 | 1.97 |
semnasnet_050 | 16394.61 | 62.449 | 1024 | 224 | 0.11 | 3.44 | 2.08 |
lcnet_150 | 15508.0 | 66.02 | 1024 | 224 | 0.34 | 3.79 | 4.5 |
gernet_s | 15282.73 | 66.993 | 1024 | 224 | 0.75 | 2.65 | 8.17 |
levit_128 | 14929.05 | 68.581 | 1024 | 224 | 0.41 | 2.71 | 9.21 |
cs3darknet_focus_s | 14654.05 | 69.868 | 1024 | 256 | 0.69 | 2.7 | 3.27 |
cs3darknet_s | 14422.34 | 70.991 | 1024 | 256 | 0.72 | 2.97 | 3.28 |
mobilenetv3_large_075 | 14412.2 | 71.04 | 1024 | 224 | 0.16 | 4.0 | 3.99 |
mixer_s32_224 | 13576.58 | 75.414 | 1024 | 224 | 1.0 | 2.28 | 19.1 |
resnet10t | 13509.21 | 75.789 | 1024 | 224 | 1.1 | 2.43 | 5.44 |
mobilenetv3_rw | 13202.47 | 77.551 | 1024 | 224 | 0.23 | 4.41 | 5.48 |
levit_192 | 13174.02 | 77.717 | 1024 | 224 | 0.66 | 3.2 | 10.95 |
mobilenetv3_large_100 | 12955.77 | 79.027 | 1024 | 224 | 0.23 | 4.41 | 5.48 |
mobilenetv3_large_100_miil | 12954.49 | 79.035 | 1024 | 224 | 0.23 | 4.41 | 5.48 |
vit_small_patch32_224 | 12913.76 | 79.284 | 1024 | 224 | 1.15 | 2.5 | 22.88 |
hardcorenas_a | 12748.25 | 80.313 | 1024 | 224 | 0.23 | 4.38 | 5.26 |
mnasnet_075 | 12700.79 | 80.614 | 1024 | 224 | 0.23 | 4.77 | 3.17 |
tf_mobilenetv3_large_075 | 12296.64 | 83.262 | 1024 | 224 | 0.16 | 4.0 | 3.99 |
tinynet_b | 12104.09 | 84.587 | 1024 | 188 | 0.21 | 4.44 | 3.73 |
tf_mobilenetv3_large_minimal_100 | 11915.92 | 85.923 | 1024 | 224 | 0.22 | 4.4 | 3.92 |
hardcorenas_b | 11667.78 | 87.752 | 1024 | 224 | 0.26 | 5.09 | 5.18 |
hardcorenas_c | 11602.35 | 88.247 | 1024 | 224 | 0.28 | 5.01 | 5.52 |
ese_vovnet19b_slim_dw | 11450.49 | 89.417 | 1024 | 224 | 0.4 | 5.28 | 1.9 |
mnasnet_b1 | 11305.32 | 90.567 | 1024 | 224 | 0.33 | 5.46 | 4.38 |
mnasnet_100 | 11303.72 | 90.578 | 1024 | 224 | 0.33 | 5.46 | 4.38 |
tf_mobilenetv3_large_100 | 11165.87 | 91.695 | 1024 | 224 | 0.23 | 4.41 | 5.48 |
gluon_resnet18_v1b | 11046.16 | 92.691 | 1024 | 224 | 1.82 | 2.48 | 11.69 |
ssl_resnet18 | 11027.01 | 92.852 | 1024 | 224 | 1.82 | 2.48 | 11.69 |
resnet18 | 11023.6 | 92.881 | 1024 | 224 | 1.82 | 2.48 | 11.69 |
swsl_resnet18 | 11003.86 | 93.048 | 1024 | 224 | 1.82 | 2.48 | 11.69 |
semnasnet_075 | 10953.15 | 93.479 | 1024 | 224 | 0.23 | 5.54 | 2.91 |
regnetx_004 | 10946.78 | 93.533 | 1024 | 224 | 0.4 | 3.14 | 5.16 |
hardcorenas_d | 10898.13 | 93.95 | 1024 | 224 | 0.3 | 4.93 | 7.5 |
mobilenetv2_075 | 10779.36 | 94.985 | 1024 | 224 | 0.22 | 5.86 | 2.64 |
ghostnet_100 | 10498.38 | 97.527 | 1024 | 224 | 0.15 | 3.55 | 5.18 |
seresnet18 | 10333.85 | 99.081 | 1024 | 224 | 1.82 | 2.49 | 11.78 |
vit_tiny_r_s16_p8_224 | 10273.23 | 99.666 | 1024 | 224 | 0.44 | 2.06 | 6.34 |
spnasnet_100 | 10240.55 | 99.983 | 1024 | 224 | 0.35 | 6.03 | 4.42 |
legacy_seresnet18 | 10026.58 | 102.118 | 1024 | 224 | 1.82 | 2.49 | 11.78 |
mnasnet_a1 | 9730.7 | 105.223 | 1024 | 224 | 0.32 | 6.23 | 3.89 |
semnasnet_100 | 9728.29 | 105.249 | 1024 | 224 | 0.32 | 6.23 | 3.89 |
tf_efficientnetv2_b0 | 9714.68 | 105.397 | 1024 | 224 | 0.73 | 4.77 | 7.14 |
tinynet_a | 9706.17 | 105.487 | 1024 | 192 | 0.35 | 5.41 | 6.19 |
hardcorenas_f | 9654.05 | 106.058 | 1024 | 224 | 0.35 | 5.57 | 8.2 |
mobilenetv2_100 | 9591.46 | 106.751 | 1024 | 224 | 0.31 | 6.68 | 3.5 |
levit_256 | 9580.42 | 106.874 | 1024 | 224 | 1.13 | 4.23 | 18.89 |
regnetx_002 | 9551.99 | 107.191 | 1024 | 224 | 0.2 | 2.16 | 2.68 |
hardcorenas_e | 9521.78 | 107.531 | 1024 | 224 | 0.35 | 5.65 | 8.07 |
efficientnet_lite0 | 9415.07 | 108.751 | 1024 | 224 | 0.4 | 6.74 | 4.65 |
regnety_002 | 9227.09 | 110.966 | 1024 | 224 | 0.2 | 2.17 | 3.16 |
fbnetc_100 | 9182.63 | 111.504 | 1024 | 224 | 0.4 | 6.51 | 5.57 |
resnet18d | 9153.04 | 111.864 | 1024 | 224 | 2.06 | 3.29 | 11.71 |
regnety_006 | 9048.64 | 113.154 | 1024 | 224 | 0.61 | 4.33 | 6.06 |
ese_vovnet19b_slim | 8822.42 | 116.057 | 1024 | 224 | 1.69 | 3.52 | 3.17 |
ghostnet_130 | 8402.81 | 121.852 | 1024 | 224 | 0.24 | 4.6 | 7.36 |
regnetx_006 | 8395.84 | 121.954 | 1024 | 224 | 0.61 | 3.98 | 6.2 |
levit_256d | 8131.84 | 125.914 | 1024 | 224 | 1.4 | 4.93 | 26.21 |
tf_efficientnet_lite0 | 8115.07 | 126.174 | 1024 | 224 | 0.4 | 6.74 | 4.65 |
regnetz_005 | 8104.32 | 126.341 | 1024 | 224 | 0.52 | 5.86 | 7.12 |
efficientnet_b0 | 8015.36 | 127.743 | 1024 | 224 | 0.4 | 6.75 | 5.29 |
xcit_nano_12_p16_224_dist | 7700.28 | 132.971 | 1024 | 224 | 0.56 | 4.17 | 3.05 |
xcit_nano_12_p16_224 | 7692.58 | 133.102 | 1024 | 224 | 0.56 | 4.17 | 3.05 |
mnasnet_140 | 7484.35 | 136.808 | 1024 | 224 | 0.6 | 7.71 | 7.12 |
rexnetr_100 | 7414.06 | 138.105 | 1024 | 224 | 0.43 | 7.72 | 4.88 |
resnet14t | 7298.17 | 140.296 | 1024 | 224 | 1.69 | 5.8 | 10.08 |
mobilenetv2_110d | 7233.3 | 141.556 | 1024 | 224 | 0.45 | 8.71 | 4.52 |
regnetx_008 | 7112.68 | 143.957 | 1024 | 224 | 0.81 | 5.15 | 7.26 |
tf_efficientnet_b0_ns | 7058.22 | 145.067 | 1024 | 224 | 0.4 | 6.75 | 5.29 |
tf_efficientnet_b0_ap | 7055.15 | 145.131 | 1024 | 224 | 0.4 | 6.75 | 5.29 |
tf_efficientnet_b0 | 7052.24 | 145.19 | 1024 | 224 | 0.4 | 6.75 | 5.29 |
edgenext_xx_small | 6998.78 | 146.298 | 1024 | 256 | 0.33 | 4.21 | 1.33 |
dla46_c | 6933.78 | 147.671 | 1024 | 224 | 0.58 | 4.5 | 1.3 |
deit_tiny_patch16_224 | 6855.38 | 149.36 | 1024 | 224 | 1.26 | 5.97 | 5.72 |
vit_tiny_patch16_224 | 6844.8 | 149.592 | 1024 | 224 | 1.26 | 5.97 | 5.72 |
regnety_008 | 6827.19 | 149.977 | 1024 | 224 | 0.81 | 5.25 | 6.26 |
gernet_m | 6753.27 | 151.619 | 1024 | 224 | 3.02 | 5.24 | 21.14 |
deit_tiny_distilled_patch16_224 | 6720.97 | 152.347 | 1024 | 224 | 1.27 | 6.01 | 5.91 |
efficientnet_b1_pruned | 6608.04 | 154.952 | 1024 | 240 | 0.4 | 6.21 | 6.33 |
hrnet_w18_small | 6603.38 | 155.061 | 1024 | 224 | 1.61 | 5.72 | 13.19 |
gluon_resnet34_v1b | 6434.28 | 159.136 | 1024 | 224 | 3.67 | 3.74 | 21.8 |
semnasnet_140 | 6428.21 | 159.287 | 1024 | 224 | 0.6 | 8.87 | 6.11 |
tv_resnet34 | 6406.04 | 159.838 | 1024 | 224 | 3.67 | 3.74 | 21.8 |
resnet34 | 6404.45 | 159.878 | 1024 | 224 | 3.67 | 3.74 | 21.8 |
ese_vovnet19b_dw | 6353.89 | 161.15 | 1024 | 224 | 1.34 | 8.25 | 6.54 |
rexnet_100 | 6291.85 | 162.738 | 1024 | 224 | 0.41 | 7.44 | 4.8 |
mobilenetv2_140 | 6258.1 | 163.617 | 1024 | 224 | 0.6 | 9.57 | 6.11 |
mobilevitv2_050 | 6228.2 | 164.403 | 1024 | 256 | 0.48 | 8.04 | 1.37 |
efficientnet_lite1 | 6215.56 | 164.736 | 1024 | 240 | 0.62 | 10.14 | 5.42 |
tf_efficientnetv2_b1 | 6143.78 | 166.661 | 1024 | 240 | 1.21 | 7.34 | 8.14 |
visformer_tiny | 6090.13 | 168.13 | 1024 | 224 | 1.27 | 5.72 | 10.32 |
fbnetv3_b | 6012.29 | 170.307 | 1024 | 256 | 0.55 | 9.1 | 8.6 |
seresnet34 | 5988.65 | 170.978 | 1024 | 224 | 3.67 | 3.74 | 21.96 |
resnet26 | 5923.37 | 172.863 | 1024 | 224 | 2.36 | 7.35 | 16.0 |
efficientnet_es | 5871.09 | 174.403 | 1024 | 224 | 1.81 | 8.73 | 5.44 |
efficientnet_es_pruned | 5866.42 | 174.542 | 1024 | 224 | 1.81 | 8.73 | 5.44 |
selecsls42 | 5796.58 | 176.643 | 1024 | 224 | 2.94 | 4.62 | 30.35 |
pit_ti_distilled_224 | 5792.34 | 176.773 | 1024 | 224 | 0.71 | 6.23 | 5.1 |
legacy_seresnet34 | 5780.67 | 177.13 | 1024 | 224 | 3.67 | 3.74 | 21.96 |
selecsls42b | 5766.92 | 177.544 | 1024 | 224 | 2.98 | 4.62 | 32.46 |
pit_ti_224 | 5764.0 | 177.643 | 1024 | 224 | 0.7 | 6.19 | 4.85 |
resnet34d | 5748.0 | 178.138 | 1024 | 224 | 3.91 | 4.54 | 21.82 |
levit_384 | 5659.16 | 180.934 | 1024 | 224 | 2.36 | 6.26 | 39.13 |
tf_efficientnet_es | 5608.15 | 182.58 | 1024 | 224 | 1.81 | 8.73 | 5.44 |
resnetblur18 | 5572.02 | 183.764 | 1024 | 224 | 2.34 | 3.39 | 11.69 |
tf_efficientnet_lite1 | 5541.93 | 184.761 | 1024 | 240 | 0.62 | 10.14 | 5.42 |
rexnetr_130 | 5487.71 | 186.587 | 1024 | 224 | 0.68 | 9.81 | 7.61 |
cs3darknet_m | 5481.96 | 186.783 | 1024 | 288 | 2.63 | 6.69 | 9.31 |
mixnet_s | 5402.43 | 189.533 | 1024 | 224 | 0.25 | 6.25 | 4.13 |
regnety_004 | 5382.71 | 190.227 | 1024 | 224 | 0.41 | 3.89 | 4.34 |
skresnet18 | 5371.9 | 190.61 | 1024 | 224 | 1.82 | 3.24 | 11.96 |
darknet17 | 5347.86 | 143.598 | 768 | 256 | 3.26 | 7.18 | 14.3 |
mobilevit_xxs | 5306.36 | 192.964 | 1024 | 256 | 0.42 | 8.34 | 1.27 |
cs3darknet_focus_m | 5289.88 | 193.566 | 1024 | 288 | 2.51 | 6.19 | 9.3 |
mobilenetv2_120d | 5178.64 | 197.724 | 1024 | 224 | 0.69 | 11.97 | 5.83 |
repvgg_b0 | 5161.18 | 198.394 | 1024 | 224 | 3.41 | 6.15 | 15.82 |
xcit_tiny_12_p16_224_dist | 5107.76 | 200.467 | 1024 | 224 | 1.24 | 6.29 | 6.72 |
xcit_tiny_12_p16_224 | 5104.48 | 200.597 | 1024 | 224 | 1.24 | 6.29 | 6.72 |
resnet26d | 5093.48 | 201.03 | 1024 | 224 | 2.6 | 8.15 | 16.01 |
tf_mixnet_s | 4981.9 | 205.528 | 1024 | 224 | 0.25 | 6.25 | 4.13 |
vit_base_patch32_224_sam | 4925.79 | 207.875 | 1024 | 224 | 4.41 | 5.01 | 88.22 |
vit_base_patch32_224 | 4923.14 | 207.986 | 1024 | 224 | 4.41 | 5.01 | 88.22 |
selecsls60 | 4922.02 | 208.033 | 1024 | 224 | 3.59 | 5.52 | 30.67 |
mixer_b32_224 | 4909.46 | 208.566 | 1024 | 224 | 3.24 | 6.29 | 60.29 |
selecsls60b | 4902.59 | 208.858 | 1024 | 224 | 3.63 | 5.52 | 32.77 |
rexnetr_150 | 4887.15 | 209.518 | 1024 | 224 | 0.89 | 11.13 | 9.78 |
nf_resnet26 | 4834.78 | 211.787 | 1024 | 224 | 2.41 | 7.35 | 16.0 |
darknet21 | 4804.05 | 159.854 | 768 | 256 | 3.93 | 7.47 | 20.86 |
resmlp_12_distilled_224 | 4801.62 | 213.251 | 1024 | 224 | 3.01 | 5.5 | 15.35 |
resmlp_12_224 | 4801.47 | 213.257 | 1024 | 224 | 3.01 | 5.5 | 15.35 |
efficientnet_lite2 | 4791.14 | 213.716 | 1024 | 260 | 0.89 | 12.9 | 6.09 |
pit_xs_224 | 4790.75 | 213.733 | 1024 | 224 | 1.4 | 7.71 | 10.62 |
fbnetv3_d | 4788.83 | 213.819 | 1024 | 256 | 0.68 | 11.1 | 10.31 |
pit_xs_distilled_224 | 4740.73 | 215.989 | 1024 | 224 | 1.41 | 7.76 | 11.0 |
dla34 | 4712.5 | 217.283 | 1024 | 224 | 3.07 | 5.02 | 15.74 |
sedarknet21 | 4615.23 | 166.394 | 768 | 256 | 3.93 | 7.47 | 20.95 |
resnext26ts | 4512.74 | 226.902 | 1024 | 256 | 2.43 | 10.52 | 10.3 |
tf_efficientnetv2_b2 | 4506.54 | 227.212 | 1024 | 260 | 1.72 | 9.84 | 10.1 |
mixer_s16_224 | 4471.0 | 229.021 | 1024 | 224 | 3.79 | 5.97 | 18.53 |
legacy_seresnext26_32x4d | 4467.81 | 229.184 | 1024 | 224 | 2.49 | 9.39 | 16.79 |
edgenext_x_small | 4458.42 | 229.664 | 1024 | 256 | 0.68 | 7.5 | 2.34 |
gernet_l | 4450.89 | 230.055 | 1024 | 256 | 4.57 | 8.0 | 31.08 |
tf_efficientnet_b1 | 4403.29 | 232.542 | 1024 | 240 | 0.71 | 10.88 | 7.79 |
tf_efficientnet_b1_ns | 4402.75 | 232.57 | 1024 | 240 | 0.71 | 10.88 | 7.79 |
tf_efficientnet_b1_ap | 4402.24 | 232.597 | 1024 | 240 | 0.71 | 10.88 | 7.79 |
eca_resnext26ts | 4354.84 | 235.13 | 1024 | 256 | 2.43 | 10.52 | 10.3 |
seresnext26ts | 4350.24 | 235.378 | 1024 | 256 | 2.43 | 10.52 | 10.39 |
tf_efficientnet_lite2 | 4300.72 | 238.087 | 1024 | 260 | 0.89 | 12.9 | 6.09 |
gcresnext26ts | 4295.78 | 238.361 | 1024 | 256 | 2.43 | 10.53 | 10.48 |
rexnet_130 | 4282.77 | 239.085 | 1024 | 224 | 0.68 | 9.71 | 7.56 |
efficientnet_b1 | 4273.32 | 239.615 | 1024 | 256 | 0.77 | 12.22 | 7.79 |
gmlp_ti16_224 | 4143.15 | 247.143 | 1024 | 224 | 1.34 | 7.55 | 5.87 |
efficientnet_b0_g16_evos | 4127.77 | 248.064 | 1024 | 224 | 1.01 | 7.42 | 8.11 |
crossvit_tiny_240 | 4122.07 | 248.408 | 1024 | 240 | 1.57 | 9.08 | 7.01 |
nf_ecaresnet26 | 4104.24 | 249.486 | 1024 | 224 | 2.41 | 7.36 | 16.0 |
efficientnet_b2_pruned | 4103.05 | 249.558 | 1024 | 260 | 0.73 | 9.13 | 8.31 |
nf_seresnet26 | 4102.39 | 249.599 | 1024 | 224 | 2.41 | 7.36 | 17.4 |
mobilevitv2_075 | 4066.07 | 251.829 | 1024 | 256 | 1.05 | 12.06 | 2.87 |
vit_small_patch32_384 | 4025.63 | 254.359 | 1024 | 384 | 3.45 | 8.25 | 22.92 |
ecaresnext50t_32x4d | 4000.29 | 255.97 | 1024 | 224 | 2.7 | 10.09 | 15.41 |
ecaresnext26t_32x4d | 3998.13 | 256.108 | 1024 | 224 | 2.7 | 10.09 | 15.41 |
seresnext26tn_32x4d | 3995.56 | 256.274 | 1024 | 224 | 2.7 | 10.09 | 16.81 |
seresnext26t_32x4d | 3993.92 | 256.378 | 1024 | 224 | 2.7 | 10.09 | 16.81 |
seresnext26d_32x4d | 3982.98 | 257.083 | 1024 | 224 | 2.73 | 10.19 | 16.81 |
resnet26t | 3922.56 | 261.042 | 1024 | 256 | 3.35 | 10.52 | 16.01 |
dla46x_c | 3917.72 | 261.363 | 1024 | 224 | 0.54 | 5.66 | 1.07 |
rexnet_150 | 3870.49 | 264.554 | 1024 | 224 | 0.9 | 11.21 | 9.73 |
resnetv2_50 | 3868.33 | 264.701 | 1024 | 224 | 4.11 | 11.11 | 25.55 |
crossvit_9_240 | 3865.11 | 264.922 | 1024 | 240 | 1.85 | 9.52 | 8.55 |
convnext_nano_ols | 3859.14 | 265.333 | 1024 | 224 | 2.5 | 8.37 | 15.6 |
nf_regnet_b0 | 3819.49 | 268.086 | 1024 | 256 | 0.64 | 5.58 | 8.76 |
ecaresnet50d_pruned | 3812.92 | 268.549 | 1024 | 224 | 2.53 | 6.43 | 19.94 |
regnetx_016 | 3808.7 | 268.846 | 1024 | 224 | 1.62 | 7.93 | 9.19 |
crossvit_9_dagger_240 | 3792.18 | 270.018 | 1024 | 240 | 1.99 | 9.97 | 8.78 |
dla60x_c | 3787.69 | 270.337 | 1024 | 224 | 0.59 | 6.01 | 1.32 |
convnext_nano_hnf | 3786.83 | 270.399 | 1024 | 224 | 2.46 | 8.37 | 15.59 |
ecaresnetlight | 3729.3 | 274.57 | 1024 | 224 | 4.11 | 8.42 | 30.16 |
poolformer_s12 | 3722.39 | 275.081 | 1024 | 224 | 1.82 | 5.53 | 11.92 |
gmixer_12_224 | 3686.02 | 277.795 | 1024 | 224 | 2.67 | 7.26 | 12.7 |
gluon_resnet50_v1b | 3677.5 | 278.438 | 1024 | 224 | 4.11 | 11.11 | 25.56 |
resnet50 | 3676.35 | 278.526 | 1024 | 224 | 4.11 | 11.11 | 25.56 |
ssl_resnet50 | 3674.86 | 278.638 | 1024 | 224 | 4.11 | 11.11 | 25.56 |
tv_resnet50 | 3673.31 | 278.756 | 1024 | 224 | 4.11 | 11.11 | 25.56 |
swsl_resnet50 | 3672.81 | 278.794 | 1024 | 224 | 4.11 | 11.11 | 25.56 |
dpn68 | 3650.67 | 280.484 | 1024 | 224 | 2.35 | 10.47 | 12.61 |
dpn68b | 3606.63 | 283.907 | 1024 | 224 | 2.35 | 10.47 | 12.61 |
botnet26t_256 | 3555.59 | 287.983 | 1024 | 256 | 3.32 | 11.98 | 12.49 |
regnety_016 | 3516.07 | 291.222 | 1024 | 224 | 1.63 | 8.04 | 11.2 |
repvgg_a2 | 3514.85 | 291.324 | 1024 | 224 | 5.7 | 6.26 | 28.21 |
resnetv2_50t | 3513.08 | 291.47 | 1024 | 224 | 4.32 | 11.82 | 25.57 |
efficientnet_em | 3504.92 | 292.149 | 1024 | 240 | 3.04 | 14.34 | 6.9 |
mixnet_m | 3496.31 | 292.868 | 1024 | 224 | 0.36 | 8.19 | 5.01 |
resnetv2_50d | 3496.21 | 292.876 | 1024 | 224 | 4.35 | 11.92 | 25.57 |
rexnetr_200 | 3492.0 | 219.921 | 768 | 224 | 1.59 | 15.11 | 16.52 |
halonet26t | 3480.88 | 294.167 | 1024 | 256 | 3.19 | 11.69 | 12.48 |
gluon_resnet50_v1c | 3476.97 | 294.498 | 1024 | 224 | 4.35 | 11.92 | 25.58 |
resnet32ts | 3465.97 | 295.433 | 1024 | 256 | 4.63 | 11.58 | 17.96 |
bat_resnext26ts | 3457.26 | 296.173 | 1024 | 256 | 2.53 | 12.51 | 10.73 |
resnet33ts | 3415.09 | 299.834 | 1024 | 256 | 4.76 | 11.66 | 19.68 |
tf_efficientnet_b2_ns | 3414.14 | 299.918 | 1024 | 260 | 1.02 | 13.83 | 9.11 |
tf_efficientnet_b2 | 3412.6 | 300.052 | 1024 | 260 | 1.02 | 13.83 | 9.11 |
tf_efficientnet_b2_ap | 3412.15 | 300.092 | 1024 | 260 | 1.02 | 13.83 | 9.11 |
tf_efficientnet_em | 3389.12 | 302.132 | 1024 | 240 | 3.04 | 14.34 | 6.9 |
resnet50t | 3345.79 | 306.045 | 1024 | 224 | 4.32 | 11.82 | 25.57 |
gluon_resnet50_v1d | 3337.44 | 306.809 | 1024 | 224 | 4.35 | 11.92 | 25.58 |
resnet50d | 3336.65 | 306.882 | 1024 | 224 | 4.35 | 11.92 | 25.58 |
vit_tiny_r_s16_p8_384 | 3314.06 | 154.482 | 512 | 384 | 1.34 | 6.49 | 6.36 |
legacy_seresnet50 | 3311.17 | 309.245 | 1024 | 224 | 3.88 | 10.6 | 28.09 |
seresnet33ts | 3304.6 | 309.859 | 1024 | 256 | 4.76 | 11.66 | 19.78 |
tf_mixnet_m | 3303.11 | 309.997 | 1024 | 224 | 0.36 | 8.19 | 5.01 |
eca_resnet33ts | 3297.96 | 310.484 | 1024 | 256 | 4.76 | 11.66 | 19.68 |
convit_tiny | 3289.83 | 311.251 | 1024 | 224 | 1.26 | 7.94 | 5.71 |
gcresnet33ts | 3263.32 | 313.778 | 1024 | 256 | 4.76 | 11.68 | 19.88 |
vit_small_resnet26d_224 | 3252.42 | 314.83 | 1024 | 224 | 5.07 | 11.12 | 63.61 |
vovnet39a | 3229.96 | 317.018 | 1024 | 224 | 7.09 | 6.73 | 22.6 |
efficientnet_b2a | 3221.33 | 317.868 | 1024 | 288 | 1.12 | 16.2 | 9.11 |
efficientnet_b2 | 3221.08 | 317.894 | 1024 | 288 | 1.12 | 16.2 | 9.11 |
efficientnet_b3_pruned | 3195.08 | 320.48 | 1024 | 300 | 1.04 | 11.86 | 9.86 |
seresnet50 | 3183.22 | 321.675 | 1024 | 224 | 4.11 | 11.13 | 28.09 |
cs3darknet_l | 3171.55 | 322.859 | 1024 | 288 | 6.16 | 10.83 | 21.16 |
cs3darknet_focus_l | 3146.07 | 325.473 | 1024 | 288 | 5.9 | 10.16 | 21.15 |
res2net50_48w_2s | 3141.04 | 325.995 | 1024 | 224 | 4.18 | 11.72 | 25.29 |
eca_vovnet39b | 3123.78 | 327.796 | 1024 | 224 | 7.09 | 6.74 | 22.6 |
ese_vovnet39b | 3117.85 | 328.419 | 1024 | 224 | 7.09 | 6.74 | 24.57 |
mobilevit_xs | 3095.24 | 248.113 | 768 | 256 | 1.05 | 16.33 | 2.32 |
resnext50_32x4d | 3092.67 | 331.094 | 1024 | 224 | 4.26 | 14.4 | 25.03 |
ssl_resnext50_32x4d | 3089.61 | 331.422 | 1024 | 224 | 4.26 | 14.4 | 25.03 |
gluon_resnext50_32x4d | 3087.43 | 331.656 | 1024 | 224 | 4.26 | 14.4 | 25.03 |
swsl_resnext50_32x4d | 3086.28 | 331.779 | 1024 | 224 | 4.26 | 14.4 | 25.03 |
tv_resnext50_32x4d | 3085.42 | 331.872 | 1024 | 224 | 4.26 | 14.4 | 25.03 |
hrnet_w18_small_v2 | 3075.57 | 332.934 | 1024 | 224 | 2.62 | 9.65 | 15.6 |
eca_botnext26ts_256 | 3069.01 | 333.646 | 1024 | 256 | 2.46 | 11.6 | 10.59 |
dla60 | 3049.62 | 335.767 | 1024 | 224 | 4.26 | 10.16 | 22.04 |
vgg11 | 3048.59 | 167.933 | 512 | 224 | 7.61 | 7.44 | 132.86 |
skresnet34 | 3035.0 | 337.386 | 1024 | 224 | 3.67 | 5.13 | 22.28 |
mobilevitv2_100 | 3028.13 | 253.611 | 768 | 256 | 1.84 | 16.08 | 4.9 |
vit_small_patch16_224 | 3005.65 | 340.679 | 1024 | 224 | 4.61 | 11.95 | 22.05 |
deit_small_patch16_224 | 3005.16 | 340.735 | 1024 | 224 | 4.61 | 11.95 | 22.05 |
eca_halonext26ts | 2980.4 | 343.567 | 1024 | 256 | 2.44 | 11.46 | 10.76 |
resnetaa50d | 2972.16 | 344.518 | 1024 | 224 | 5.39 | 12.44 | 25.58 |
ecaresnet101d_pruned | 2963.47 | 345.529 | 1024 | 224 | 3.48 | 7.69 | 24.88 |
coat_lite_tiny | 2957.59 | 346.216 | 1024 | 224 | 1.6 | 11.65 | 5.72 |
cs3sedarknet_l | 2955.87 | 346.418 | 1024 | 288 | 6.16 | 10.83 | 21.91 |
deit_small_distilled_patch16_224 | 2950.21 | 347.082 | 1024 | 224 | 4.63 | 12.02 | 22.44 |
gluon_resnet50_v1s | 2947.99 | 347.343 | 1024 | 224 | 5.47 | 13.52 | 25.68 |
resnetrs50 | 2945.06 | 347.688 | 1024 | 224 | 4.48 | 12.14 | 35.69 |
seresnet50t | 2939.07 | 348.397 | 1024 | 224 | 4.32 | 11.83 | 28.1 |
densenet121 | 2936.15 | 348.744 | 1024 | 224 | 2.87 | 6.9 | 7.98 |
pit_s_224 | 2935.87 | 348.777 | 1024 | 224 | 2.88 | 11.56 | 23.46 |
ecaresnet50d | 2934.67 | 348.92 | 1024 | 224 | 4.35 | 11.93 | 25.58 |
tv_densenet121 | 2927.3 | 349.799 | 1024 | 224 | 2.87 | 6.9 | 7.98 |
selecsls84 | 2927.1 | 349.822 | 1024 | 224 | 5.9 | 7.57 | 50.95 |
pit_s_distilled_224 | 2909.88 | 351.892 | 1024 | 224 | 2.9 | 11.64 | 24.04 |
vit_relpos_base_patch32_plus_rpn_256 | 2858.63 | 358.203 | 1024 | 256 | 7.68 | 8.01 | 119.42 |
deit3_small_patch16_224_in21ft1k | 2858.2 | 358.255 | 1024 | 224 | 4.61 | 11.95 | 22.06 |
deit3_small_patch16_224 | 2853.97 | 358.786 | 1024 | 224 | 4.61 | 11.95 | 22.06 |
resnext50d_32x4d | 2849.78 | 359.313 | 1024 | 224 | 4.5 | 15.2 | 25.05 |
vit_relpos_small_patch16_rpn_224 | 2814.18 | 363.86 | 1024 | 224 | 4.59 | 13.05 | 21.97 |
densenet121d | 2808.28 | 364.624 | 1024 | 224 | 3.11 | 7.7 | 8.0 |
cspresnet50 | 2805.19 | 365.024 | 1024 | 256 | 4.54 | 11.5 | 21.62 |
vit_relpos_small_patch16_224 | 2800.45 | 365.643 | 1024 | 224 | 4.59 | 13.05 | 21.98 |
gcresnext50ts | 2798.56 | 365.89 | 1024 | 256 | 3.75 | 15.46 | 15.67 |
vit_srelpos_small_patch16_224 | 2795.09 | 366.343 | 1024 | 224 | 4.59 | 12.16 | 21.97 |
coat_lite_mini | 2774.65 | 369.044 | 1024 | 224 | 2.0 | 12.25 | 11.01 |
haloregnetz_b | 2774.49 | 369.064 | 1024 | 224 | 1.97 | 11.94 | 11.68 |
vit_base_patch32_plus_256 | 2772.64 | 369.31 | 1024 | 256 | 7.79 | 7.76 | 119.48 |
rexnet_200 | 2762.14 | 278.034 | 768 | 224 | 1.56 | 14.91 | 16.37 |
res2net50_26w_4s | 2757.69 | 371.313 | 1024 | 224 | 4.28 | 12.61 | 25.7 |
seresnext50_32x4d | 2741.98 | 373.44 | 1024 | 224 | 4.26 | 14.42 | 27.56 |
gluon_seresnext50_32x4d | 2737.7 | 374.024 | 1024 | 224 | 4.26 | 14.42 | 27.56 |
legacy_seresnext50_32x4d | 2737.27 | 374.083 | 1024 | 224 | 4.26 | 14.42 | 27.56 |
xcit_tiny_24_p16_224_dist | 2733.14 | 374.648 | 1024 | 224 | 2.34 | 11.82 | 12.12 |
xcit_tiny_24_p16_224 | 2731.46 | 374.879 | 1024 | 224 | 2.34 | 11.82 | 12.12 |
xcit_nano_12_p16_384_dist | 2727.34 | 375.445 | 1024 | 384 | 1.64 | 12.15 | 3.05 |
dla60x | 2724.01 | 375.903 | 1024 | 224 | 3.54 | 13.8 | 17.35 |
gcresnet50t | 2718.77 | 376.628 | 1024 | 256 | 5.42 | 14.67 | 25.9 |
vgg11_bn | 2701.91 | 189.486 | 512 | 224 | 7.62 | 7.44 | 132.87 |
visformer_small | 2695.9 | 379.825 | 1024 | 224 | 4.88 | 11.43 | 40.22 |
lambda_resnet26rpt_256 | 2689.85 | 380.679 | 1024 | 256 | 3.16 | 11.87 | 10.99 |
mixnet_l | 2682.98 | 286.237 | 768 | 224 | 0.58 | 10.84 | 7.33 |
resnetblur50 | 2682.32 | 381.746 | 1024 | 224 | 5.16 | 12.02 | 25.56 |
vovnet57a | 2674.97 | 382.797 | 1024 | 224 | 8.95 | 7.52 | 36.64 |
efficientnet_lite3 | 2659.04 | 192.54 | 512 | 300 | 1.65 | 21.85 | 8.2 |
cspresnet50d | 2649.78 | 386.434 | 1024 | 256 | 4.86 | 12.55 | 21.64 |
seresnetaa50d | 2644.86 | 387.154 | 1024 | 224 | 5.4 | 12.46 | 28.11 |
efficientnetv2_rw_t | 2633.28 | 388.856 | 1024 | 288 | 3.19 | 16.42 | 13.65 |
cspresnet50w | 2624.25 | 390.195 | 1024 | 256 | 5.04 | 12.19 | 28.12 |
twins_svt_small | 2599.22 | 393.951 | 1024 | 224 | 2.94 | 13.75 | 24.06 |
tf_efficientnetv2_b3 | 2587.08 | 395.8 | 1024 | 300 | 3.04 | 15.74 | 14.36 |
nf_regnet_b2 | 2583.08 | 396.413 | 1024 | 272 | 1.22 | 9.27 | 14.31 |
vit_base_resnet26d_224 | 2575.01 | 397.656 | 1024 | 224 | 6.97 | 13.16 | 101.4 |
ese_vovnet57b | 2572.63 | 398.024 | 1024 | 224 | 8.95 | 7.52 | 38.61 |
fbnetv3_g | 2570.51 | 398.353 | 1024 | 288 | 1.77 | 21.09 | 16.62 |
gc_efficientnetv2_rw_t | 2557.73 | 400.342 | 1024 | 288 | 3.2 | 16.45 | 13.68 |
tf_mixnet_l | 2550.98 | 301.047 | 768 | 224 | 0.58 | 10.84 | 7.33 |
nf_regnet_b1 | 2527.71 | 405.098 | 1024 | 288 | 1.02 | 9.2 | 10.22 |
res2net50_14w_8s | 2514.56 | 407.217 | 1024 | 224 | 4.21 | 13.28 | 25.06 |
inception_v3 | 2512.32 | 407.579 | 1024 | 299 | 5.73 | 8.97 | 23.83 |
densenetblur121d | 2509.93 | 407.967 | 1024 | 224 | 3.11 | 7.9 | 8.0 |
adv_inception_v3 | 2509.35 | 408.057 | 1024 | 299 | 5.73 | 8.97 | 23.83 |
tf_inception_v3 | 2505.31 | 408.714 | 1024 | 299 | 5.73 | 8.97 | 23.83 |
gluon_inception_v3 | 2501.93 | 409.271 | 1024 | 299 | 5.73 | 8.97 | 23.83 |
resnetblur50d | 2498.32 | 409.863 | 1024 | 224 | 5.4 | 12.82 | 25.58 |
nf_ecaresnet50 | 2492.25 | 410.862 | 1024 | 224 | 4.21 | 11.13 | 25.56 |
nf_seresnet50 | 2488.35 | 411.506 | 1024 | 224 | 4.21 | 11.13 | 28.09 |
resmlp_24_224 | 2465.19 | 415.371 | 1024 | 224 | 5.96 | 10.91 | 30.02 |
resmlp_24_distilled_224 | 2463.93 | 415.584 | 1024 | 224 | 5.96 | 10.91 | 30.02 |
mobilevit_s | 2450.02 | 313.456 | 768 | 256 | 2.03 | 19.94 | 5.58 |
regnetx_032 | 2449.76 | 417.988 | 1024 | 224 | 3.2 | 11.37 | 15.3 |
cspresnext50 | 2440.84 | 419.515 | 1024 | 256 | 4.05 | 15.86 | 20.57 |
dla60_res2net | 2430.52 | 421.296 | 1024 | 224 | 4.15 | 12.34 | 20.85 |
resnest14d | 2424.63 | 422.32 | 1024 | 224 | 2.76 | 7.33 | 10.61 |
densenet169 | 2421.68 | 422.835 | 1024 | 224 | 3.4 | 7.3 | 14.15 |
convnext_tiny_hnfd | 2418.1 | 423.46 | 1024 | 224 | 4.47 | 13.44 | 28.59 |
convnext_tiny_hnf | 2414.45 | 424.101 | 1024 | 224 | 4.47 | 13.44 | 28.59 |
tf_efficientnet_lite3 | 2396.12 | 213.668 | 512 | 300 | 1.65 | 21.85 | 8.2 |
sehalonet33ts | 2392.73 | 427.951 | 1024 | 256 | 3.55 | 14.7 | 13.69 |
efficientnet_cc_b0_4e | 2389.83 | 428.47 | 1024 | 224 | 0.41 | 9.42 | 13.31 |
efficientnet_cc_b0_8e | 2386.88 | 429.0 | 1024 | 224 | 0.42 | 9.42 | 24.01 |
convnext_tiny_in22ft1k | 2380.94 | 430.068 | 1024 | 224 | 4.47 | 13.44 | 28.59 |
convnext_tiny | 2379.5 | 430.329 | 1024 | 224 | 4.47 | 13.44 | 28.59 |
regnetz_b16 | 2348.93 | 435.929 | 1024 | 288 | 2.39 | 16.43 | 9.72 |
resnetv2_101 | 2321.74 | 441.036 | 1024 | 224 | 7.83 | 16.23 | 44.54 |
convnext_nano | 2304.31 | 444.37 | 1024 | 288 | 4.06 | 13.84 | 15.59 |
tf_efficientnet_cc_b0_4e | 2293.39 | 446.488 | 1024 | 224 | 0.41 | 9.42 | 13.31 |
semobilevit_s | 2279.96 | 336.836 | 768 | 256 | 2.03 | 19.95 | 5.74 |
gluon_resnet101_v1b | 2249.95 | 455.108 | 1024 | 224 | 7.83 | 16.23 | 44.55 |
tv_resnet101 | 2246.24 | 455.861 | 1024 | 224 | 7.83 | 16.23 | 44.55 |
resnet101 | 2246.09 | 455.891 | 1024 | 224 | 7.83 | 16.23 | 44.55 |
mobilevitv2_125 | 2233.52 | 343.842 | 768 | 256 | 2.86 | 20.1 | 7.48 |
skresnet50 | 2232.97 | 458.569 | 1024 | 224 | 4.11 | 12.5 | 25.8 |
ecaresnet26t | 2203.93 | 464.611 | 1024 | 320 | 5.24 | 16.44 | 16.01 |
resnetv2_101d | 2180.36 | 469.635 | 1024 | 224 | 8.07 | 17.04 | 44.56 |
gluon_resnet101_v1c | 2174.26 | 470.952 | 1024 | 224 | 8.08 | 17.04 | 44.57 |
twins_pcpvt_small | 2160.75 | 473.897 | 1024 | 224 | 3.83 | 18.08 | 24.11 |
xcit_small_12_p16_224_dist | 2141.07 | 478.253 | 1024 | 224 | 4.82 | 12.58 | 26.25 |
xcit_small_12_p16_224 | 2140.23 | 478.441 | 1024 | 224 | 4.82 | 12.58 | 26.25 |
cs3darknet_focus_x | 2138.85 | 478.75 | 1024 | 256 | 8.03 | 10.69 | 35.02 |
edgenext_small | 2120.03 | 482.998 | 1024 | 320 | 1.97 | 14.16 | 5.59 |
gluon_resnet101_v1d | 2116.52 | 483.8 | 1024 | 224 | 8.08 | 17.04 | 44.57 |
tf_efficientnet_cc_b0_8e | 2114.86 | 484.181 | 1024 | 224 | 0.42 | 9.42 | 24.01 |
vgg13 | 2106.04 | 486.207 | 1024 | 224 | 11.31 | 12.25 | 133.05 |
skresnet50d | 2104.19 | 486.637 | 1024 | 224 | 4.36 | 13.31 | 25.82 |
xcit_nano_12_p8_224_dist | 2091.47 | 489.594 | 1024 | 224 | 2.16 | 15.71 | 3.05 |
xcit_nano_12_p8_224 | 2088.8 | 490.222 | 1024 | 224 | 2.16 | 15.71 | 3.05 |
sebotnet33ts_256 | 2061.15 | 248.392 | 512 | 256 | 3.89 | 17.46 | 13.7 |
efficientnet_b0_gn | 2058.74 | 373.032 | 768 | 224 | 0.42 | 6.75 | 5.29 |
wide_resnet50_2 | 2057.11 | 497.774 | 1024 | 224 | 11.43 | 14.4 | 68.88 |
dla102 | 2034.05 | 503.416 | 1024 | 224 | 7.19 | 14.18 | 33.27 |
vit_base_resnet50d_224 | 2032.15 | 503.887 | 1024 | 224 | 8.73 | 16.92 | 110.97 |
resnet51q | 2003.15 | 511.181 | 1024 | 288 | 8.07 | 20.94 | 35.7 |
legacy_seresnet101 | 1997.44 | 512.643 | 1024 | 224 | 7.61 | 15.74 | 49.33 |
regnetx_040 | 1987.99 | 515.08 | 1024 | 224 | 3.99 | 12.2 | 22.12 |
gmlp_s16_224 | 1983.97 | 516.124 | 1024 | 224 | 4.42 | 15.1 | 19.42 |
res2net50_26w_6s | 1970.9 | 519.546 | 1024 | 224 | 6.33 | 15.28 | 37.05 |
resnetaa101d | 1964.05 | 521.361 | 1024 | 224 | 9.12 | 17.56 | 44.57 |
gluon_resnet101_v1s | 1954.76 | 523.835 | 1024 | 224 | 9.19 | 18.64 | 44.67 |
seresnet101 | 1951.77 | 524.639 | 1024 | 224 | 7.84 | 16.27 | 49.33 |
repvgg_b1 | 1949.45 | 525.265 | 1024 | 224 | 13.16 | 10.64 | 57.42 |
crossvit_small_240 | 1948.12 | 525.623 | 1024 | 240 | 5.63 | 18.17 | 26.86 |
cs3sedarknet_xdw | 1942.13 | 527.244 | 1024 | 256 | 5.97 | 17.18 | 21.6 |
resnetaa50 | 1934.76 | 529.254 | 1024 | 288 | 8.52 | 19.24 | 25.56 |
swin_tiny_patch4_window7_224 | 1924.88 | 531.966 | 1024 | 224 | 4.51 | 17.06 | 28.29 |
resnext101_32x4d | 1924.17 | 532.166 | 1024 | 224 | 8.01 | 21.23 | 44.18 |
ssl_resnext101_32x4d | 1923.99 | 532.215 | 1024 | 224 | 8.01 | 21.23 | 44.18 |
poolformer_s24 | 1923.48 | 532.355 | 1024 | 224 | 3.41 | 10.68 | 21.39 |
gluon_resnext101_32x4d | 1922.64 | 532.587 | 1024 | 224 | 8.01 | 21.23 | 44.18 |
swsl_resnext101_32x4d | 1922.44 | 532.644 | 1024 | 224 | 8.01 | 21.23 | 44.18 |
vit_relpos_medium_patch16_cls_224 | 1918.8 | 533.655 | 1024 | 224 | 8.03 | 18.24 | 38.76 |
vit_relpos_medium_patch16_rpn_224 | 1917.82 | 533.927 | 1024 | 224 | 7.97 | 17.02 | 38.73 |
vit_relpos_medium_patch16_224 | 1911.97 | 535.56 | 1024 | 224 | 7.97 | 17.02 | 38.75 |
vit_srelpos_medium_patch16_224 | 1908.42 | 536.559 | 1024 | 224 | 7.96 | 16.21 | 38.74 |
resnest50d_1s4x24d | 1891.51 | 541.355 | 1024 | 224 | 4.43 | 13.57 | 25.68 |
darknet53 | 1883.2 | 407.805 | 768 | 288 | 11.78 | 15.68 | 41.61 |
gmixer_24_224 | 1881.95 | 544.104 | 1024 | 224 | 5.28 | 14.45 | 24.72 |
darknetaa53 | 1875.8 | 409.414 | 768 | 288 | 10.08 | 15.68 | 36.02 |
densenet201 | 1868.67 | 547.971 | 1024 | 224 | 4.34 | 7.85 | 20.01 |
halonet50ts | 1867.02 | 548.456 | 1024 | 256 | 5.3 | 19.2 | 22.73 |
mobilevitv2_150 | 1865.71 | 274.416 | 512 | 256 | 4.09 | 24.11 | 10.59 |
mobilevitv2_150_in22ft1k | 1864.94 | 274.529 | 512 | 256 | 4.09 | 24.11 | 10.59 |
tf_efficientnet_b3_ns | 1862.24 | 274.927 | 512 | 300 | 1.87 | 23.83 | 12.23 |
tf_efficientnet_b3 | 1861.19 | 275.081 | 512 | 300 | 1.87 | 23.83 | 12.23 |
tf_efficientnet_b3_ap | 1860.71 | 275.153 | 512 | 300 | 1.87 | 23.83 | 12.23 |
nf_resnet101 | 1854.11 | 552.273 | 1024 | 224 | 8.01 | 16.23 | 44.55 |
dla102x | 1853.94 | 552.322 | 1024 | 224 | 5.89 | 19.42 | 26.31 |
ecaresnet101d | 1853.67 | 552.405 | 1024 | 224 | 8.08 | 17.07 | 44.57 |
vgg13_bn | 1850.18 | 276.718 | 512 | 224 | 11.33 | 12.25 | 133.05 |
cspdarknet53 | 1837.13 | 418.032 | 768 | 256 | 6.57 | 16.81 | 27.64 |
efficientnet_b3a | 1829.01 | 279.921 | 512 | 320 | 2.01 | 26.52 | 12.23 |
efficientnet_b3 | 1828.85 | 279.946 | 512 | 320 | 2.01 | 26.52 | 12.23 |
mixnet_xl | 1821.62 | 281.057 | 512 | 224 | 0.93 | 14.57 | 11.9 |
resnet61q | 1810.56 | 565.559 | 1024 | 288 | 9.87 | 21.52 | 36.85 |
vit_small_r26_s32_224 | 1806.33 | 566.883 | 1024 | 224 | 3.56 | 9.85 | 36.43 |
xcit_tiny_12_p16_384_dist | 1805.03 | 567.29 | 1024 | 384 | 3.64 | 18.26 | 6.72 |
edgenext_small_rw | 1803.36 | 567.813 | 1024 | 320 | 2.46 | 14.85 | 7.83 |
crossvit_15_240 | 1792.63 | 571.217 | 1024 | 240 | 5.81 | 19.77 | 27.53 |
resnest26d | 1781.59 | 574.753 | 1024 | 224 | 3.64 | 9.97 | 17.07 |
nf_resnet50 | 1773.35 | 577.425 | 1024 | 288 | 6.88 | 18.37 | 25.56 |
hrnet_w18 | 1766.17 | 579.773 | 1024 | 224 | 4.32 | 16.31 | 21.3 |
crossvit_15_dagger_240 | 1755.64 | 583.25 | 1024 | 240 | 6.13 | 20.43 | 28.21 |
swin_s3_tiny_224 | 1746.31 | 586.364 | 1024 | 224 | 4.64 | 19.13 | 28.33 |
resnetblur101d | 1744.07 | 587.12 | 1024 | 224 | 9.12 | 17.94 | 44.57 |
res2net101_26w_4s | 1715.56 | 596.875 | 1024 | 224 | 8.1 | 18.45 | 45.21 |
cait_xxs24_224 | 1707.34 | 599.75 | 1024 | 224 | 2.53 | 20.29 | 11.96 |
nf_regnet_b3 | 1702.33 | 601.516 | 1024 | 320 | 2.05 | 14.61 | 18.59 |
seresnext101_32x4d | 1701.46 | 601.825 | 1024 | 224 | 8.02 | 21.26 | 48.96 |
gluon_seresnext101_32x4d | 1701.17 | 601.927 | 1024 | 224 | 8.02 | 21.26 | 48.96 |
legacy_seresnext101_32x4d | 1697.89 | 603.09 | 1024 | 224 | 8.02 | 21.26 | 48.96 |
resnetv2_50d_frn | 1691.2 | 605.475 | 1024 | 224 | 4.33 | 11.92 | 25.59 |
vgg16 | 1690.51 | 605.724 | 1024 | 224 | 15.47 | 13.56 | 138.36 |
repvgg_b1g4 | 1670.27 | 613.064 | 1024 | 224 | 8.15 | 10.64 | 39.97 |
res2net50_26w_8s | 1662.2 | 616.038 | 1024 | 224 | 8.37 | 17.95 | 48.4 |
resmlp_36_224 | 1656.29 | 618.237 | 1024 | 224 | 8.91 | 16.33 | 44.69 |
resmlp_36_distilled_224 | 1655.44 | 618.553 | 1024 | 224 | 8.91 | 16.33 | 44.69 |
regnetz_c16 | 1654.15 | 309.514 | 512 | 320 | 3.92 | 25.88 | 13.46 |
sequencer2d_s | 1646.91 | 621.756 | 1024 | 224 | 4.96 | 11.31 | 27.65 |
efficientnet_b0_g8_gn | 1636.03 | 469.418 | 768 | 224 | 0.66 | 6.75 | 6.56 |
botnet50ts_256 | 1633.5 | 313.424 | 512 | 256 | 5.54 | 22.23 | 22.74 |
vit_large_patch32_224 | 1629.91 | 628.244 | 1024 | 224 | 15.39 | 13.3 | 306.54 |
ese_vovnet39b_evos | 1627.7 | 629.096 | 1024 | 224 | 7.07 | 6.74 | 24.58 |
cs3darknet_x | 1627.54 | 629.156 | 1024 | 288 | 10.6 | 14.36 | 35.05 |
resnetv2_50d_evob | 1620.95 | 631.713 | 1024 | 224 | 4.33 | 11.92 | 25.59 |
efficientnet_cc_b1_8e | 1619.01 | 632.471 | 1024 | 240 | 0.75 | 15.44 | 39.72 |
resnetv2_152 | 1614.21 | 634.351 | 1024 | 224 | 11.55 | 22.56 | 60.19 |
xception41p | 1587.33 | 322.543 | 512 | 299 | 9.25 | 39.86 | 26.91 |
regnetx_064 | 1586.15 | 484.18 | 768 | 224 | 6.49 | 16.37 | 26.21 |
coat_lite_small | 1583.04 | 646.84 | 1024 | 224 | 3.96 | 22.09 | 19.84 |
swinv2_cr_tiny_224 | 1581.48 | 647.481 | 1024 | 224 | 4.66 | 28.45 | 28.33 |
xception | 1578.2 | 486.619 | 768 | 299 | 8.4 | 35.83 | 22.86 |
gluon_resnet152_v1b | 1573.68 | 650.689 | 1024 | 224 | 11.56 | 22.56 | 60.19 |
tv_resnet152 | 1573.22 | 650.883 | 1024 | 224 | 11.56 | 22.56 | 60.19 |
resnetv2_50x1_bit_distilled | 1572.94 | 650.997 | 1024 | 224 | 4.23 | 11.11 | 25.55 |
resnet152 | 1571.71 | 651.505 | 1024 | 224 | 11.56 | 22.56 | 60.19 |
tf_efficientnet_cc_b1_8e | 1564.9 | 654.344 | 1024 | 240 | 0.75 | 15.44 | 39.72 |
halo2botnet50ts_256 | 1559.2 | 656.732 | 1024 | 256 | 5.02 | 21.78 | 22.64 |
mixer_l32_224 | 1558.59 | 656.992 | 1024 | 224 | 11.27 | 19.86 | 206.94 |
vit_tiny_patch16_384 | 1557.53 | 657.441 | 1024 | 384 | 4.7 | 25.39 | 5.79 |
mobilevitv2_175 | 1554.07 | 329.447 | 512 | 256 | 5.54 | 28.13 | 14.25 |
swinv2_cr_tiny_ns_224 | 1551.84 | 659.847 | 1024 | 224 | 4.66 | 28.45 | 28.33 |
mobilevitv2_175_in22ft1k | 1551.58 | 329.973 | 512 | 256 | 5.54 | 28.13 | 14.25 |
vit_base_patch32_384 | 1550.87 | 660.263 | 1024 | 384 | 13.06 | 16.5 | 88.3 |
cs3sedarknet_x | 1549.02 | 661.048 | 1024 | 288 | 10.6 | 14.37 | 35.4 |
resnetv2_152d | 1545.41 | 662.596 | 1024 | 224 | 11.8 | 23.36 | 60.2 |
nf_ecaresnet101 | 1540.66 | 664.639 | 1024 | 224 | 8.01 | 16.27 | 44.55 |
nf_seresnet101 | 1538.7 | 665.483 | 1024 | 224 | 8.02 | 16.27 | 49.33 |
gluon_resnet152_v1c | 1536.27 | 666.538 | 1024 | 224 | 11.8 | 23.36 | 60.21 |
efficientnet_el | 1524.59 | 335.818 | 512 | 300 | 8.0 | 30.7 | 10.59 |
efficientnet_el_pruned | 1523.29 | 336.105 | 512 | 300 | 8.0 | 30.7 | 10.59 |
gluon_resnet152_v1d | 1508.62 | 678.753 | 1024 | 224 | 11.8 | 23.36 | 60.21 |
vgg16_bn | 1504.44 | 340.315 | 512 | 224 | 15.5 | 13.56 | 138.37 |
twins_pcpvt_base | 1494.56 | 685.139 | 1024 | 224 | 6.68 | 25.25 | 43.83 |
tf_efficientnet_el | 1481.51 | 345.582 | 512 | 300 | 8.0 | 30.7 | 10.59 |
cs3edgenet_x | 1479.52 | 692.101 | 1024 | 288 | 14.59 | 16.36 | 47.82 |
vit_base_r26_s32_224 | 1479.31 | 692.202 | 1024 | 224 | 6.81 | 12.36 | 101.38 |
skresnext50_32x4d | 1465.64 | 698.657 | 1024 | 224 | 4.5 | 17.18 | 27.48 |
convnext_small | 1452.43 | 705.012 | 1024 | 224 | 8.71 | 21.56 | 50.22 |
convnext_small_in22ft1k | 1450.42 | 705.987 | 1024 | 224 | 8.71 | 21.56 | 50.22 |
hrnet_w32 | 1444.27 | 708.991 | 1024 | 224 | 8.97 | 22.02 | 41.23 |
ese_vovnet99b | 1442.7 | 709.767 | 1024 | 224 | 16.51 | 11.27 | 63.2 |
mixer_b16_224 | 1424.87 | 718.648 | 1024 | 224 | 12.62 | 14.53 | 59.88 |
gluon_resnet152_v1s | 1424.84 | 718.665 | 1024 | 224 | 12.92 | 24.96 | 60.32 |
ecaresnet50t | 1422.0 | 720.1 | 1024 | 320 | 8.82 | 24.13 | 25.57 |
mixer_b16_224_miil | 1421.45 | 720.381 | 1024 | 224 | 12.62 | 14.53 | 59.88 |
vgg19 | 1411.57 | 725.42 | 1024 | 224 | 19.63 | 14.86 | 143.67 |
regnety_032 | 1398.62 | 732.137 | 1024 | 288 | 5.29 | 18.61 | 19.44 |
convit_small | 1398.4 | 732.254 | 1024 | 224 | 5.76 | 17.87 | 27.78 |
nest_tiny | 1387.46 | 553.516 | 768 | 224 | 5.83 | 25.48 | 17.06 |
legacy_seresnet152 | 1382.46 | 740.694 | 1024 | 224 | 11.33 | 22.08 | 66.82 |
dla169 | 1382.4 | 740.729 | 1024 | 224 | 11.6 | 20.2 | 53.39 |
xcit_tiny_12_p8_224 | 1374.74 | 744.858 | 1024 | 224 | 4.81 | 23.6 | 6.71 |
xcit_tiny_12_p8_224_dist | 1374.04 | 745.236 | 1024 | 224 | 4.81 | 23.6 | 6.71 |
densenet161 | 1366.11 | 749.563 | 1024 | 224 | 7.79 | 11.06 | 28.68 |
jx_nest_tiny | 1362.5 | 563.656 | 768 | 224 | 5.83 | 25.48 | 17.06 |
seresnet152 | 1361.36 | 752.174 | 1024 | 224 | 11.57 | 22.61 | 66.82 |
mobilevitv2_200_in22ft1k | 1354.63 | 283.461 | 384 | 256 | 7.22 | 32.15 | 18.45 |
mobilevitv2_200 | 1354.25 | 283.54 | 384 | 256 | 7.22 | 32.15 | 18.45 |
xception41 | 1347.67 | 379.903 | 512 | 299 | 9.28 | 39.86 | 26.97 |
inception_v4 | 1323.37 | 773.767 | 1024 | 299 | 12.28 | 15.09 | 42.68 |
twins_svt_base | 1316.07 | 778.059 | 1024 | 224 | 8.59 | 26.33 | 56.07 |
vit_small_resnet50d_s16_224 | 1305.38 | 784.435 | 1024 | 224 | 13.48 | 24.82 | 57.53 |
dpn92 | 1303.44 | 785.601 | 1024 | 224 | 6.54 | 18.21 | 37.67 |
tresnet_m | 1297.91 | 788.947 | 1024 | 224 | 5.74 | 7.31 | 31.39 |
poolformer_s36 | 1296.72 | 789.674 | 1024 | 224 | 5.0 | 15.82 | 30.86 |
sequencer2d_m | 1285.21 | 796.745 | 1024 | 224 | 6.55 | 14.26 | 38.31 |
crossvit_18_240 | 1273.5 | 804.072 | 1024 | 240 | 9.05 | 26.26 | 43.27 |
regnetx_080 | 1271.94 | 805.056 | 1024 | 224 | 8.02 | 14.06 | 39.57 |
dla102x2 | 1271.93 | 402.524 | 512 | 224 | 9.34 | 29.91 | 41.28 |
vgg19_bn | 1265.83 | 404.467 | 512 | 224 | 19.66 | 14.86 | 143.68 |
efficientnet_lite4 | 1263.67 | 303.867 | 384 | 380 | 4.04 | 45.66 | 13.01 |
crossvit_18_dagger_240 | 1245.15 | 822.375 | 1024 | 240 | 9.5 | 27.03 | 44.27 |
res2next50 | 1241.53 | 824.775 | 1024 | 224 | 4.2 | 13.71 | 24.67 |
volo_d1_224 | 1235.2 | 829.0 | 1024 | 224 | 6.94 | 24.43 | 26.63 |
efficientnetv2_s | 1221.73 | 838.141 | 1024 | 384 | 8.44 | 35.77 | 21.46 |
resnest50d | 1214.35 | 843.233 | 1024 | 224 | 5.4 | 14.36 | 27.48 |
tf_efficientnetv2_s_in21ft1k | 1191.03 | 859.741 | 1024 | 384 | 8.44 | 35.77 | 21.46 |
tf_efficientnetv2_s | 1191.03 | 859.748 | 1024 | 384 | 8.44 | 35.77 | 21.46 |
dpn98 | 1188.11 | 861.858 | 1024 | 224 | 11.73 | 25.2 | 61.57 |
mixnet_xxl | 1187.83 | 323.267 | 384 | 224 | 2.04 | 23.43 | 23.96 |
swin_small_patch4_window7_224 | 1183.48 | 865.227 | 1024 | 224 | 8.77 | 27.47 | 49.61 |
regnetz_d8 | 1180.44 | 867.458 | 1024 | 320 | 6.19 | 37.08 | 23.37 |
hrnet_w30 | 1180.28 | 867.576 | 1024 | 224 | 8.15 | 21.21 | 37.71 |
gluon_resnext101_64x4d | 1176.11 | 870.653 | 1024 | 224 | 15.52 | 31.21 | 83.46 |
efficientnetv2_rw_s | 1166.72 | 877.658 | 1024 | 384 | 8.72 | 38.03 | 23.94 |
tf_efficientnet_lite4 | 1164.88 | 329.636 | 384 | 380 | 4.04 | 45.66 | 13.01 |
swinv2_tiny_window8_256 | 1158.39 | 883.971 | 1024 | 256 | 5.96 | 24.57 | 28.35 |
wide_resnet101_2 | 1155.6 | 886.11 | 1024 | 224 | 22.8 | 21.23 | 126.89 |
repvgg_b2 | 1154.84 | 886.691 | 1024 | 224 | 20.45 | 12.9 | 89.02 |
vit_base_patch16_224_miil | 1153.59 | 887.648 | 1024 | 224 | 17.58 | 23.9 | 86.54 |
resnet50_gn | 1150.43 | 890.083 | 1024 | 224 | 4.14 | 11.11 | 25.56 |
resnet200 | 1149.46 | 890.84 | 1024 | 224 | 15.07 | 32.19 | 64.67 |
cait_xxs36_224 | 1148.13 | 891.873 | 1024 | 224 | 3.77 | 30.34 | 17.3 |
xception65p | 1140.81 | 448.791 | 512 | 299 | 13.91 | 52.48 | 39.82 |
regnetz_040 | 1140.64 | 336.641 | 384 | 320 | 6.35 | 37.78 | 27.12 |
xcit_small_24_p16_224_dist | 1137.7 | 900.049 | 1024 | 224 | 9.1 | 23.64 | 47.67 |
xcit_small_24_p16_224 | 1136.58 | 900.934 | 1024 | 224 | 9.1 | 23.64 | 47.67 |
regnetz_040h | 1135.68 | 338.111 | 384 | 320 | 6.43 | 37.94 | 28.94 |
deit_base_patch16_224 | 1133.84 | 903.113 | 1024 | 224 | 17.58 | 23.9 | 86.57 |
vit_base_patch16_224 | 1133.45 | 903.419 | 1024 | 224 | 17.58 | 23.9 | 86.57 |
vit_base_patch16_224_sam | 1132.11 | 904.493 | 1024 | 224 | 17.58 | 23.9 | 86.57 |
regnetz_d32 | 1128.13 | 907.679 | 1024 | 320 | 9.33 | 37.08 | 27.58 |
dla60_res2next | 1127.83 | 907.922 | 1024 | 224 | 3.49 | 13.17 | 17.03 |
eca_nfnet_l0 | 1126.64 | 908.88 | 1024 | 288 | 7.12 | 17.29 | 24.14 |
resnetrs101 | 1123.2 | 911.667 | 1024 | 288 | 13.56 | 28.53 | 63.62 |
nfnet_l0 | 1123.1 | 911.747 | 1024 | 288 | 7.13 | 17.29 | 35.07 |
cs3se_edgenet_x | 1120.46 | 913.898 | 1024 | 320 | 18.01 | 20.21 | 50.72 |
deit_base_distilled_patch16_224 | 1119.36 | 914.798 | 1024 | 224 | 17.68 | 24.05 | 87.34 |
vit_base_patch16_rpn_224 | 1111.53 | 921.235 | 1024 | 224 | 17.49 | 23.75 | 86.54 |
inception_resnet_v2 | 1108.79 | 923.511 | 1024 | 299 | 13.18 | 25.06 | 55.84 |
ens_adv_inception_resnet_v2 | 1107.31 | 924.747 | 1024 | 299 | 13.18 | 25.06 | 55.84 |
deit3_base_patch16_224 | 1093.88 | 936.101 | 1024 | 224 | 17.58 | 23.9 | 86.59 |
deit3_base_patch16_224_in21ft1k | 1092.45 | 937.33 | 1024 | 224 | 17.58 | 23.9 | 86.59 |
gluon_seresnext101_64x4d | 1088.94 | 940.353 | 1024 | 224 | 15.53 | 31.25 | 88.23 |
vit_relpos_base_patch16_clsgap_224 | 1081.95 | 946.422 | 1024 | 224 | 17.6 | 25.12 | 86.43 |
vit_relpos_base_patch16_cls_224 | 1081.77 | 946.586 | 1024 | 224 | 17.6 | 25.12 | 86.43 |
vit_relpos_base_patch16_rpn_224 | 1080.35 | 947.826 | 1024 | 224 | 17.51 | 24.97 | 86.41 |
vit_relpos_base_patch16_224 | 1079.52 | 948.56 | 1024 | 224 | 17.51 | 24.97 | 86.43 |
tnt_s_patch16_224 | 1078.48 | 949.47 | 1024 | 224 | 5.24 | 24.37 | 23.76 |
twins_pcpvt_large | 1066.87 | 959.801 | 1024 | 224 | 9.84 | 35.82 | 60.99 |
ssl_resnext101_32x8d | 1054.92 | 970.677 | 1024 | 224 | 16.48 | 31.21 | 88.79 |
resnext101_32x8d | 1054.71 | 970.869 | 1024 | 224 | 16.48 | 31.21 | 88.79 |
ig_resnext101_32x8d | 1054.19 | 971.349 | 1024 | 224 | 16.48 | 31.21 | 88.79 |
swsl_resnext101_32x8d | 1053.69 | 971.812 | 1024 | 224 | 16.48 | 31.21 | 88.79 |
beit_base_patch16_224 | 1049.2 | 975.962 | 1024 | 224 | 17.58 | 23.9 | 86.53 |
resnest50d_4s2x40d | 1042.05 | 982.666 | 1024 | 224 | 4.4 | 17.94 | 30.42 |
coat_tiny | 1040.04 | 984.566 | 1024 | 224 | 4.35 | 27.2 | 5.5 |
resnet101d | 1029.19 | 994.942 | 1024 | 320 | 16.48 | 34.77 | 44.57 |
convnext_base | 1012.72 | 1011.124 | 1024 | 224 | 15.38 | 28.75 | 88.59 |
convnext_base_in22ft1k | 1011.75 | 1012.088 | 1024 | 224 | 15.38 | 28.75 | 88.59 |
efficientnet_b4 | 993.87 | 386.356 | 384 | 384 | 4.51 | 50.04 | 19.34 |
pit_b_224 | 992.43 | 515.895 | 512 | 224 | 12.42 | 32.94 | 73.76 |
pit_b_distilled_224 | 988.79 | 517.791 | 512 | 224 | 12.5 | 33.07 | 74.79 |
gluon_xception65 | 981.26 | 521.764 | 512 | 299 | 13.96 | 52.48 | 39.92 |
xception65 | 975.37 | 524.918 | 512 | 299 | 13.96 | 52.48 | 39.92 |
vit_small_patch16_36x1_224 | 973.92 | 1051.404 | 1024 | 224 | 13.71 | 35.69 | 64.67 |
repvgg_b3 | 972.06 | 1053.416 | 1024 | 224 | 29.16 | 15.1 | 123.09 |
repvgg_b2g4 | 969.39 | 1056.316 | 1024 | 224 | 12.63 | 12.9 | 61.76 |
xcit_tiny_24_p16_384_dist | 969.37 | 1056.345 | 1024 | 384 | 6.87 | 34.29 | 12.12 |
swinv2_cr_small_224 | 967.97 | 1057.869 | 1024 | 224 | 9.07 | 50.27 | 49.7 |
swinv2_cr_small_ns_224 | 957.86 | 1069.034 | 1024 | 224 | 9.08 | 50.27 | 49.7 |
vit_small_patch16_18x2_224 | 951.03 | 1076.715 | 1024 | 224 | 13.71 | 35.69 | 64.67 |
twins_svt_large | 923.66 | 1108.616 | 1024 | 224 | 15.15 | 35.1 | 99.27 |
tf_efficientnet_b4 | 922.69 | 416.164 | 384 | 380 | 4.49 | 49.49 | 19.34 |
tf_efficientnet_b4_ap | 922.5 | 416.247 | 384 | 380 | 4.49 | 49.49 | 19.34 |
tf_efficientnet_b4_ns | 922.41 | 416.289 | 384 | 380 | 4.49 | 49.49 | 19.34 |
hrnet_w40 | 910.46 | 1124.691 | 1024 | 224 | 12.75 | 25.29 | 57.56 |
regnetz_b16_evos | 903.54 | 849.98 | 768 | 288 | 2.36 | 16.43 | 9.74 |
cait_s24_224 | 902.24 | 1134.941 | 1024 | 224 | 9.35 | 40.58 | 46.92 |
nfnet_f0 | 901.6 | 1135.748 | 1024 | 256 | 12.62 | 18.05 | 71.49 |
nf_regnet_b4 | 900.78 | 1136.78 | 1024 | 384 | 4.7 | 28.61 | 30.21 |
poolformer_m36 | 896.53 | 1142.174 | 1024 | 224 | 8.8 | 22.02 | 56.17 |
nest_small | 884.77 | 868.006 | 768 | 224 | 10.35 | 40.04 | 38.35 |
hrnet_w48 | 875.56 | 1169.527 | 1024 | 224 | 17.34 | 28.56 | 77.47 |
jx_nest_small | 874.29 | 878.41 | 768 | 224 | 10.35 | 40.04 | 38.35 |
dpn131 | 866.66 | 1181.531 | 1024 | 224 | 16.09 | 32.97 | 79.25 |
swin_s3_small_224 | 854.8 | 898.443 | 768 | 224 | 9.43 | 37.84 | 49.74 |
regnety_040 | 854.48 | 898.782 | 768 | 288 | 6.61 | 20.3 | 20.65 |
regnetv_040 | 854.18 | 899.093 | 768 | 288 | 6.6 | 20.3 | 20.64 |
regnety_080 | 846.16 | 605.071 | 512 | 288 | 13.22 | 29.69 | 39.18 |
resnetv2_50d_evos | 844.23 | 1212.929 | 1024 | 288 | 7.15 | 19.7 | 25.59 |
coat_mini | 836.76 | 1223.748 | 1024 | 224 | 6.82 | 33.68 | 10.34 |
swin_base_patch4_window7_224 | 836.19 | 1224.59 | 1024 | 224 | 15.47 | 36.63 | 87.77 |
repvgg_b3g4 | 835.5 | 1225.597 | 1024 | 224 | 17.89 | 15.1 | 83.83 |
sequencer2d_l | 832.91 | 1229.407 | 1024 | 224 | 9.74 | 22.12 | 54.3 |
dm_nfnet_f0 | 831.16 | 1232.004 | 1024 | 256 | 12.62 | 18.05 | 71.49 |
mobilevitv2_150_384_in22ft1k | 826.94 | 309.566 | 256 | 384 | 9.2 | 54.25 | 10.59 |
gmlp_b16_224 | 825.63 | 1240.256 | 1024 | 224 | 15.78 | 30.21 | 73.08 |
convnext_tiny_384_in22ft1k | 814.55 | 628.553 | 512 | 384 | 13.14 | 39.48 | 28.59 |
xcit_medium_24_p16_224_dist | 812.18 | 1260.787 | 1024 | 224 | 16.13 | 31.71 | 84.4 |
xcit_medium_24_p16_224 | 812.16 | 1260.822 | 1024 | 224 | 16.13 | 31.71 | 84.4 |
regnetx_120 | 810.53 | 631.674 | 512 | 224 | 12.13 | 21.37 | 46.11 |
xcit_small_12_p16_384_dist | 800.29 | 1279.521 | 1024 | 384 | 14.14 | 36.51 | 26.25 |
densenet264 | 798.84 | 1281.845 | 1024 | 224 | 12.95 | 12.8 | 72.69 |
hrnet_w44 | 790.45 | 1295.441 | 1024 | 224 | 14.94 | 26.92 | 67.06 |
crossvit_base_240 | 787.5 | 975.226 | 768 | 240 | 21.22 | 36.33 | 105.03 |
regnety_120 | 783.87 | 653.154 | 512 | 224 | 12.14 | 21.38 | 51.82 |
swinv2_tiny_window16_256 | 765.77 | 668.599 | 512 | 256 | 6.68 | 39.02 | 28.35 |
resnetv2_50d_gn | 751.14 | 1022.427 | 768 | 288 | 7.24 | 19.7 | 25.57 |
xception71 | 749.93 | 682.721 | 512 | 299 | 18.09 | 69.92 | 42.34 |
vit_large_r50_s32_224 | 739.74 | 1384.252 | 1024 | 224 | 19.58 | 24.41 | 328.99 |
vit_base_patch16_plus_240 | 737.95 | 1387.618 | 1024 | 240 | 27.41 | 33.08 | 117.56 |
dpn107 | 736.42 | 1390.497 | 1024 | 224 | 18.38 | 33.46 | 86.92 |
resnet152d | 736.09 | 1391.121 | 1024 | 320 | 24.08 | 47.67 | 60.21 |
ecaresnet200d | 730.76 | 1401.271 | 1024 | 256 | 20.0 | 43.15 | 64.69 |
seresnet200d | 728.63 | 1405.363 | 1024 | 256 | 20.01 | 43.15 | 71.86 |
vit_relpos_base_patch16_plus_240 | 727.74 | 1407.074 | 1024 | 240 | 27.3 | 34.33 | 117.38 |
xcit_tiny_24_p8_224 | 725.69 | 1411.06 | 1024 | 224 | 9.21 | 45.39 | 12.11 |
xcit_tiny_24_p8_224_dist | 725.66 | 1411.108 | 1024 | 224 | 9.21 | 45.39 | 12.11 |
hrnet_w64 | 719.99 | 1422.231 | 1024 | 224 | 28.97 | 35.09 | 128.06 |
regnety_040s_gn | 719.08 | 1068.018 | 768 | 224 | 4.03 | 12.29 | 20.65 |
xcit_nano_12_p8_384_dist | 713.49 | 1435.191 | 1024 | 384 | 6.34 | 46.08 | 3.05 |
swinv2_small_window8_256 | 712.51 | 1437.16 | 1024 | 256 | 11.58 | 40.14 | 49.73 |
convit_base | 706.35 | 1449.693 | 1024 | 224 | 17.52 | 31.77 | 86.54 |
resnext101_64x4d | 704.57 | 1090.007 | 768 | 288 | 25.66 | 51.59 | 83.46 |
swin_s3_base_224 | 695.14 | 1473.064 | 1024 | 224 | 13.69 | 48.26 | 71.13 |
vit_small_patch16_384 | 693.62 | 1107.217 | 768 | 384 | 15.52 | 50.78 | 22.2 |
tnt_b_patch16_224 | 691.83 | 1480.107 | 1024 | 224 | 14.09 | 39.01 | 65.41 |
swinv2_cr_base_224 | 689.84 | 1484.394 | 1024 | 224 | 15.86 | 59.66 | 87.88 |
regnety_064 | 684.37 | 748.122 | 512 | 288 | 10.56 | 27.11 | 30.58 |
swinv2_cr_base_ns_224 | 683.96 | 1497.137 | 1024 | 224 | 15.86 | 59.66 | 87.88 |
volo_d2_224 | 679.94 | 1506.002 | 1024 | 224 | 14.34 | 41.34 | 58.68 |
mobilevitv2_175_384_in22ft1k | 679.77 | 376.586 | 256 | 384 | 12.47 | 63.29 | 14.25 |
regnetv_064 | 678.0 | 755.149 | 512 | 288 | 10.55 | 27.11 | 30.58 |
poolformer_m48 | 676.06 | 1514.652 | 1024 | 224 | 11.59 | 29.17 | 73.47 |
deit3_small_patch16_384 | 669.71 | 1146.752 | 768 | 384 | 15.52 | 50.78 | 22.21 |
deit3_small_patch16_384_in21ft1k | 669.36 | 1147.345 | 768 | 384 | 15.52 | 50.78 | 22.21 |
legacy_senet154 | 660.41 | 1550.529 | 1024 | 224 | 20.77 | 38.69 | 115.09 |
senet154 | 659.33 | 1553.081 | 1024 | 224 | 20.77 | 38.69 | 115.09 |
gluon_senet154 | 659.08 | 1553.657 | 1024 | 224 | 20.77 | 38.69 | 115.09 |
regnetx_160 | 650.99 | 786.486 | 512 | 224 | 15.99 | 25.52 | 54.28 |
resnetrs152 | 646.22 | 1584.595 | 1024 | 320 | 24.34 | 48.14 | 86.62 |
seresnet152d | 642.19 | 1594.525 | 1024 | 320 | 24.09 | 47.72 | 66.84 |
regnetz_e8 | 633.28 | 1212.715 | 768 | 320 | 15.46 | 63.94 | 57.7 |
tresnet_l | 630.57 | 1623.908 | 1024 | 224 | 10.88 | 11.9 | 55.99 |
nest_base | 629.43 | 813.42 | 512 | 224 | 17.96 | 53.39 | 67.72 |
ese_vovnet99b_iabn | 628.09 | 1630.325 | 1024 | 224 | 16.49 | 11.27 | 63.2 |
jx_nest_base | 622.33 | 822.697 | 512 | 224 | 17.96 | 53.39 | 67.72 |
vit_small_r26_s32_384 | 613.78 | 834.168 | 512 | 384 | 10.43 | 29.85 | 36.47 |
vit_base_r50_s16_224 | 610.7 | 1676.739 | 1024 | 224 | 21.66 | 35.29 | 98.66 |
xcit_small_12_p8_224 | 609.86 | 1679.054 | 1024 | 224 | 18.69 | 47.21 | 26.21 |
xcit_small_12_p8_224_dist | 609.57 | 1679.853 | 1024 | 224 | 18.69 | 47.21 | 26.21 |
efficientnetv2_m | 603.09 | 1697.911 | 1024 | 416 | 18.6 | 67.5 | 54.14 |
mobilevitv2_200_384_in22ft1k | 594.06 | 323.186 | 192 | 384 | 16.24 | 72.34 | 18.45 |
seresnext101_32x8d | 590.8 | 1299.927 | 768 | 288 | 27.24 | 51.63 | 93.57 |
resnest101e | 588.3 | 1305.448 | 768 | 256 | 13.38 | 28.66 | 48.28 |
regnetz_c16_evos | 588.05 | 870.656 | 512 | 320 | 3.86 | 25.88 | 13.49 |
convmixer_768_32 | 578.91 | 1768.818 | 1024 | 224 | 19.55 | 25.95 | 21.11 |
seresnext101d_32x8d | 575.36 | 1334.812 | 768 | 288 | 27.64 | 52.95 | 93.59 |
seresnet269d | 570.63 | 1794.5 | 1024 | 256 | 26.59 | 53.6 | 113.67 |
convnext_large | 561.47 | 1823.764 | 1024 | 224 | 34.4 | 43.13 | 197.77 |
convnext_large_in22ft1k | 560.92 | 1825.557 | 1024 | 224 | 34.4 | 43.13 | 197.77 |
resnet200d | 544.65 | 1880.08 | 1024 | 320 | 31.25 | 67.33 | 64.69 |
efficientnetv2_rw_m | 534.87 | 1435.852 | 768 | 416 | 21.49 | 79.62 | 53.24 |
seresnextaa101d_32x8d | 521.71 | 1472.057 | 768 | 288 | 28.51 | 56.44 | 93.59 |
vit_large_patch32_384 | 517.33 | 1979.373 | 1024 | 384 | 45.31 | 43.86 | 306.63 |
swinv2_base_window8_256 | 509.01 | 2011.746 | 1024 | 256 | 20.37 | 52.59 | 87.92 |
eca_nfnet_l1 | 497.06 | 2060.113 | 1024 | 320 | 14.92 | 34.42 | 41.41 |
convnext_small_384_in22ft1k | 496.5 | 1031.206 | 512 | 384 | 25.58 | 63.37 | 50.22 |
mixer_l16_224 | 495.85 | 2065.122 | 1024 | 224 | 44.6 | 41.69 | 208.2 |
efficientnet_b5 | 493.19 | 519.054 | 256 | 456 | 10.46 | 98.86 | 30.39 |
halonet_h1 | 492.19 | 520.115 | 256 | 256 | 3.0 | 51.17 | 8.1 |
regnety_320 | 483.53 | 1058.87 | 512 | 224 | 32.34 | 30.26 | 145.05 |
swin_large_patch4_window7_224 | 480.21 | 1599.271 | 768 | 224 | 34.53 | 54.94 | 196.53 |
swinv2_small_window16_256 | 477.23 | 1072.842 | 512 | 256 | 12.82 | 66.29 | 49.73 |
volo_d3_224 | 474.32 | 2158.852 | 1024 | 224 | 20.78 | 60.09 | 86.33 |
resnetrs200 | 471.22 | 2173.072 | 1024 | 320 | 31.51 | 67.81 | 93.21 |
tf_efficientnet_b5_ns | 469.35 | 545.419 | 256 | 456 | 10.46 | 98.86 | 30.39 |
tf_efficientnet_b5_ap | 469.08 | 545.738 | 256 | 456 | 10.46 | 98.86 | 30.39 |
tf_efficientnet_b5 | 468.97 | 545.864 | 256 | 456 | 10.46 | 98.86 | 30.39 |
xcit_tiny_12_p8_384_dist | 468.35 | 2186.374 | 1024 | 384 | 14.13 | 69.14 | 6.71 |
tresnet_xl | 466.16 | 2196.648 | 1024 | 224 | 15.17 | 15.34 | 78.44 |
efficientnet_b3_gn | 464.67 | 550.914 | 256 | 320 | 2.14 | 28.83 | 11.73 |
xcit_large_24_p16_224_dist | 454.83 | 2251.393 | 1024 | 224 | 35.86 | 47.27 | 189.1 |
xcit_large_24_p16_224 | 454.8 | 2251.543 | 1024 | 224 | 35.86 | 47.27 | 189.1 |
tf_efficientnetv2_m_in21ft1k | 444.81 | 1726.544 | 768 | 480 | 24.76 | 89.84 | 54.14 |
tf_efficientnetv2_m | 444.79 | 1726.633 | 768 | 480 | 24.76 | 89.84 | 54.14 |
xcit_small_24_p16_384_dist | 426.37 | 2401.669 | 1024 | 384 | 26.72 | 68.58 | 47.67 |
regnety_160 | 422.88 | 908.045 | 384 | 288 | 26.37 | 38.07 | 83.59 |
nf_regnet_b5 | 413.3 | 1238.797 | 512 | 456 | 11.7 | 61.95 | 49.74 |
swinv2_cr_tiny_384 | 408.94 | 625.992 | 256 | 384 | 15.34 | 161.01 | 28.33 |
swinv2_cr_large_224 | 406.2 | 1890.673 | 768 | 224 | 35.1 | 78.42 | 196.68 |
resnetv2_50x1_bitm | 400.73 | 958.233 | 384 | 448 | 16.62 | 44.46 | 25.55 |
regnetz_d8_evos | 392.85 | 1954.947 | 768 | 320 | 7.03 | 38.92 | 23.46 |
convmixer_1024_20_ks9_p14 | 390.62 | 2621.469 | 1024 | 224 | 5.55 | 5.51 | 24.38 |
efficientnet_b3_g8_gn | 373.24 | 685.874 | 256 | 320 | 3.2 | 28.83 | 14.25 |
vit_large_patch16_224 | 370.72 | 2762.206 | 1024 | 224 | 61.6 | 63.52 | 304.33 |
convnext_xlarge_in22ft1k | 368.8 | 1388.275 | 512 | 224 | 60.98 | 57.5 | 350.2 |
crossvit_15_dagger_408 | 368.65 | 694.421 | 256 | 408 | 21.45 | 95.05 | 28.5 |
vit_base_patch16_18x2_224 | 361.92 | 2829.305 | 1024 | 224 | 52.51 | 71.38 | 256.73 |
deit3_large_patch16_224_in21ft1k | 358.3 | 2857.929 | 1024 | 224 | 61.6 | 63.52 | 304.37 |
deit3_large_patch16_224 | 357.82 | 2861.791 | 1024 | 224 | 61.6 | 63.52 | 304.37 |
swinv2_base_window16_256 | 346.22 | 1109.109 | 384 | 256 | 22.02 | 84.71 | 87.92 |
swinv2_base_window12to16_192to256_22kft1k | 345.97 | 1109.898 | 384 | 256 | 22.02 | 84.71 | 87.92 |
nasnetalarge | 345.75 | 1110.628 | 384 | 331 | 23.89 | 90.56 | 88.75 |
convnext_base_384_in22ft1k | 345.74 | 1110.63 | 384 | 384 | 45.21 | 84.49 | 88.59 |
beit_large_patch16_224 | 343.01 | 2985.299 | 1024 | 224 | 61.6 | 63.52 | 304.43 |
ssl_resnext101_32x16d | 338.92 | 1510.65 | 512 | 224 | 36.27 | 51.18 | 194.03 |
ig_resnext101_32x16d | 338.75 | 1511.419 | 512 | 224 | 36.27 | 51.18 | 194.03 |
swsl_resnext101_32x16d | 338.52 | 1512.441 | 512 | 224 | 36.27 | 51.18 | 194.03 |
tresnet_m_448 | 325.14 | 3149.347 | 1024 | 448 | 22.94 | 29.21 | 31.39 |
pnasnet5large | 323.98 | 1185.25 | 384 | 331 | 25.04 | 92.89 | 86.06 |
regnetx_320 | 320.95 | 1196.437 | 384 | 224 | 31.81 | 36.3 | 107.81 |
xcit_small_24_p8_224 | 319.26 | 3207.434 | 1024 | 224 | 35.81 | 90.78 | 47.63 |
xcit_small_24_p8_224_dist | 319.16 | 3208.44 | 1024 | 224 | 35.81 | 90.78 | 47.63 |
volo_d1_384 | 315.83 | 1621.098 | 512 | 384 | 22.75 | 108.55 | 26.78 |
nfnet_f1 | 306.71 | 3338.679 | 1024 | 320 | 35.97 | 46.77 | 132.63 |
ecaresnet269d | 304.87 | 3358.754 | 1024 | 352 | 50.25 | 101.25 | 102.09 |
volo_d4_224 | 303.38 | 3375.331 | 1024 | 224 | 44.34 | 80.22 | 192.96 |
xcit_medium_24_p16_384_dist | 297.67 | 2580.013 | 768 | 384 | 47.39 | 91.64 | 84.4 |
resnetrs270 | 296.93 | 3448.599 | 1024 | 352 | 51.13 | 105.48 | 129.86 |
resnetv2_152x2_bit_teacher | 290.64 | 2642.472 | 768 | 224 | 46.95 | 45.11 | 236.34 |
vit_base_patch16_384 | 289.22 | 1327.696 | 384 | 384 | 55.54 | 101.56 | 86.86 |
deit_base_patch16_384 | 289.04 | 1328.502 | 384 | 384 | 55.54 | 101.56 | 86.86 |
deit_base_distilled_patch16_384 | 285.12 | 1346.806 | 384 | 384 | 55.65 | 101.82 | 87.63 |
dm_nfnet_f1 | 282.58 | 3623.721 | 1024 | 320 | 35.97 | 46.77 | 132.63 |
deit3_base_patch16_384 | 281.04 | 1366.341 | 384 | 384 | 55.54 | 101.56 | 86.88 |
deit3_base_patch16_384_in21ft1k | 280.92 | 1366.918 | 384 | 384 | 55.54 | 101.56 | 86.88 |
efficientnet_b6 | 279.71 | 457.611 | 128 | 528 | 19.4 | 167.39 | 43.04 |
cait_xxs24_384 | 275.0 | 3723.573 | 1024 | 384 | 9.63 | 122.66 | 12.03 |
vit_large_patch14_224 | 271.58 | 3770.566 | 1024 | 224 | 81.08 | 88.79 | 304.2 |
crossvit_18_dagger_408 | 269.56 | 712.259 | 192 | 408 | 32.47 | 124.87 | 44.61 |
tf_efficientnet_b6_ap | 267.5 | 478.495 | 128 | 528 | 19.4 | 167.39 | 43.04 |
tf_efficientnet_b6 | 267.48 | 478.534 | 128 | 528 | 19.4 | 167.39 | 43.04 |
tf_efficientnet_b6_ns | 267.38 | 478.715 | 128 | 528 | 19.4 | 167.39 | 43.04 |
efficientnetv2_l | 254.55 | 2011.402 | 512 | 480 | 56.4 | 157.99 | 118.52 |
resnetv2_101x1_bitm | 252.46 | 1521.025 | 384 | 448 | 31.65 | 64.93 | 44.54 |
tf_efficientnetv2_l | 251.41 | 2036.496 | 512 | 480 | 56.4 | 157.99 | 118.52 |
tf_efficientnetv2_l_in21ft1k | 251.09 | 2039.122 | 512 | 480 | 56.4 | 157.99 | 118.52 |
swinv2_cr_small_384 | 250.5 | 1021.951 | 256 | 384 | 29.7 | 298.03 | 49.7 |
beit_base_patch16_384 | 248.36 | 1546.143 | 384 | 384 | 55.54 | 101.56 | 86.74 |
xcit_tiny_24_p8_384_dist | 246.6 | 4152.437 | 1024 | 384 | 27.05 | 132.95 | 12.11 |
vit_large_r50_s32_384 | 246.12 | 2080.308 | 512 | 384 | 57.43 | 76.52 | 329.09 |
eca_nfnet_l2 | 237.09 | 3239.214 | 768 | 384 | 30.05 | 68.28 | 56.72 |
resmlp_big_24_224 | 228.25 | 4486.35 | 1024 | 224 | 100.23 | 87.31 | 129.14 |
resmlp_big_24_224_in22ft1k | 227.96 | 4491.908 | 1024 | 224 | 100.23 | 87.31 | 129.14 |
resmlp_big_24_distilled_224 | 227.94 | 4492.471 | 1024 | 224 | 100.23 | 87.31 | 129.14 |
xcit_medium_24_p8_224_dist | 222.27 | 3455.29 | 768 | 224 | 63.53 | 121.23 | 84.32 |
xcit_medium_24_p8_224 | 222.27 | 3455.239 | 768 | 224 | 63.53 | 121.23 | 84.32 |
swin_base_patch4_window12_384 | 221.01 | 868.732 | 192 | 384 | 47.19 | 134.78 | 87.9 |
swinv2_large_window12to16_192to256_22kft1k | 212.32 | 1205.699 | 256 | 256 | 47.81 | 121.53 | 196.74 |
xcit_small_12_p8_384_dist | 207.32 | 1852.22 | 384 | 384 | 54.92 | 138.29 | 26.21 |
resnest200e | 201.89 | 2536.056 | 512 | 320 | 35.69 | 82.78 | 70.2 |
volo_d5_224 | 200.39 | 5110.009 | 1024 | 224 | 72.4 | 118.11 | 295.46 |
resnetrs350 | 194.78 | 3942.989 | 768 | 384 | 77.59 | 154.74 | 163.96 |
convnext_large_384_in22ft1k | 191.43 | 1337.313 | 256 | 384 | 101.1 | 126.74 | 197.77 |
cait_xs24_384 | 190.0 | 4042.088 | 768 | 384 | 19.28 | 183.98 | 26.67 |
vit_base_patch8_224 | 188.23 | 1360.04 | 256 | 224 | 78.22 | 161.69 | 86.58 |
cait_xxs36_384 | 183.87 | 5569.221 | 1024 | 384 | 14.35 | 183.7 | 17.37 |
swinv2_cr_base_384 | 178.69 | 1432.608 | 256 | 384 | 50.57 | 333.68 | 87.88 |
vit_base_r50_s16_384 | 176.73 | 1448.509 | 256 | 384 | 67.43 | 135.03 | 98.95 |
vit_base_resnet50_384 | 176.72 | 1448.639 | 256 | 384 | 67.43 | 135.03 | 98.95 |
volo_d2_384 | 176.17 | 2179.696 | 384 | 384 | 46.17 | 184.51 | 58.87 |
swinv2_cr_huge_224 | 175.72 | 2185.293 | 384 | 224 | 115.97 | 121.08 | 657.83 |
nfnet_f2 | 172.68 | 5929.942 | 1024 | 352 | 63.22 | 79.06 | 193.78 |
xcit_large_24_p16_384_dist | 168.33 | 3041.628 | 512 | 384 | 105.35 | 137.17 | 189.1 |
densenet264d_iabn | 166.37 | 6155.083 | 1024 | 224 | 13.47 | 14.0 | 72.74 |
efficientnet_b7 | 161.46 | 594.574 | 96 | 600 | 38.33 | 289.94 | 66.35 |
efficientnetv2_xl | 159.28 | 2410.894 | 384 | 512 | 93.85 | 247.32 | 208.12 |
dm_nfnet_f2 | 159.16 | 4825.445 | 768 | 352 | 63.22 | 79.06 | 193.78 |
tf_efficientnetv2_xl_in21ft1k | 158.05 | 2429.572 | 384 | 512 | 93.85 | 247.32 | 208.12 |
tf_efficientnet_b7 | 155.86 | 615.938 | 96 | 600 | 38.33 | 289.94 | 66.35 |
tf_efficientnet_b7_ap | 155.83 | 616.029 | 96 | 600 | 38.33 | 289.94 | 66.35 |
tf_efficientnet_b7_ns | 155.78 | 616.248 | 96 | 600 | 38.33 | 289.94 | 66.35 |
tresnet_l_448 | 151.99 | 6737.079 | 1024 | 448 | 43.5 | 47.56 | 55.99 |
cait_s24_384 | 148.32 | 3451.871 | 512 | 384 | 32.17 | 245.31 | 47.06 |
vit_huge_patch14_224 | 146.38 | 6995.606 | 1024 | 224 | 167.4 | 139.41 | 632.05 |
ig_resnext101_32x32d | 143.03 | 1789.868 | 256 | 224 | 87.29 | 91.12 | 468.53 |
resnetrs420 | 142.89 | 5374.778 | 768 | 416 | 108.45 | 213.79 | 191.89 |
deit3_huge_patch14_224 | 142.28 | 7197.12 | 1024 | 224 | 167.4 | 139.41 | 632.13 |
deit3_huge_patch14_224_in21ft1k | 142.06 | 7208.264 | 1024 | 224 | 167.4 | 139.41 | 632.13 |
eca_nfnet_l3 | 132.47 | 3864.977 | 512 | 448 | 52.55 | 118.4 | 72.04 |
swin_large_patch4_window12_384 | 130.79 | 978.633 | 128 | 384 | 104.08 | 202.16 | 196.74 |
convnext_xlarge_384_in22ft1k | 126.14 | 2029.4 | 256 | 384 | 179.2 | 168.99 | 350.2 |
xcit_large_24_p8_224 | 125.6 | 4076.305 | 512 | 224 | 141.23 | 181.56 | 188.93 |
xcit_large_24_p8_224_dist | 125.51 | 4079.48 | 512 | 224 | 141.23 | 181.56 | 188.93 |
tresnet_xl_448 | 111.87 | 9153.659 | 1024 | 448 | 60.65 | 61.31 | 78.44 |
xcit_small_24_p8_384_dist | 108.62 | 3535.115 | 384 | 384 | 105.24 | 265.91 | 47.63 |
swinv2_cr_large_384 | 108.25 | 1182.395 | 128 | 384 | 108.95 | 404.96 | 196.68 |
efficientnet_b8 | 101.79 | 943.075 | 96 | 672 | 63.48 | 442.89 | 87.41 |
resnetv2_50x3_bitm | 101.1 | 1266.075 | 128 | 448 | 145.7 | 133.37 | 217.32 |
cait_s36_384 | 99.17 | 5162.791 | 512 | 384 | 47.99 | 367.4 | 68.37 |
tf_efficientnet_b8 | 98.82 | 971.416 | 96 | 672 | 63.48 | 442.89 | 87.41 |
tf_efficientnet_b8_ap | 98.81 | 971.518 | 96 | 672 | 63.48 | 442.89 | 87.41 |
resnetv2_152x2_bit_teacher_384 | 98.49 | 2599.208 | 256 | 384 | 136.16 | 132.56 | 236.34 |
vit_large_patch16_384 | 97.65 | 2621.481 | 256 | 384 | 191.21 | 270.24 | 304.72 |
vit_giant_patch14_224 | 95.7 | 8025.142 | 768 | 224 | 267.18 | 192.64 | 1012.61 |
deit3_large_patch16_384 | 94.92 | 2697.101 | 256 | 384 | 191.21 | 270.24 | 304.76 |
deit3_large_patch16_384_in21ft1k | 94.92 | 2697.083 | 256 | 384 | 191.21 | 270.24 | 304.76 |
swinv2_base_window12to24_192to384_22kft1k | 94.52 | 677.087 | 64 | 384 | 55.25 | 280.36 | 87.92 |
nfnet_f3 | 93.84 | 8184.276 | 768 | 416 | 115.58 | 141.78 | 254.92 |
resnest269e | 93.31 | 4115.183 | 384 | 416 | 77.69 | 171.98 | 110.93 |
dm_nfnet_f3 | 86.56 | 5914.801 | 512 | 416 | 115.58 | 141.78 | 254.92 |
beit_large_patch16_384 | 84.77 | 3019.757 | 256 | 384 | 191.21 | 270.24 | 305.0 |
volo_d3_448 | 76.33 | 2515.269 | 192 | 448 | 96.33 | 446.83 | 86.63 |
xcit_medium_24_p8_384_dist | 75.97 | 3369.835 | 256 | 384 | 186.67 | 354.73 | 84.32 |
ig_resnext101_32x48d | 74.47 | 2578.247 | 192 | 224 | 153.57 | 131.06 | 828.41 |
resnetv2_152x2_bitm | 72.95 | 2631.902 | 192 | 448 | 184.99 | 180.43 | 236.34 |
tf_efficientnet_l2_ns_475 | 63.13 | 1013.713 | 64 | 475 | 172.11 | 609.89 | 480.31 |
resnetv2_101x3_bitm | 60.06 | 2131.166 | 128 | 448 | 280.33 | 194.78 | 387.93 |
swinv2_large_window12to24_192to384_22kft1k | 59.82 | 802.459 | 48 | 384 | 116.15 | 407.83 | 196.74 |
vit_gigantic_patch14_224 | 57.64 | 8883.342 | 512 | 224 | 483.95 | 275.37 | 1844.44 |
volo_d4_448 | 56.09 | 3423.322 | 192 | 448 | 197.13 | 527.35 | 193.41 |
convmixer_1536_20 | 53.95 | 18979.912 | 1024 | 224 | 48.68 | 33.03 | 51.63 |
swinv2_cr_giant_224 | 50.56 | 2531.46 | 128 | 224 | 483.85 | 309.15 | 2598.76 |
nfnet_f4 | 49.93 | 10254.329 | 512 | 512 | 216.26 | 262.26 | 316.07 |
swinv2_cr_huge_384 | 47.13 | 1357.909 | 64 | 384 | 352.04 | 583.18 | 657.94 |
dm_nfnet_f4 | 45.97 | 8353.673 | 384 | 512 | 216.26 | 262.26 | 316.07 |
xcit_large_24_p8_384_dist | 42.84 | 4481.402 | 192 | 384 | 415.0 | 531.82 | 188.93 |
volo_d5_448 | 38.62 | 3314.317 | 128 | 448 | 315.06 | 737.92 | 295.91 |
nfnet_f5 | 37.03 | 10370.994 | 384 | 544 | 290.97 | 349.71 | 377.21 |
dm_nfnet_f5 | 33.93 | 11318.026 | 384 | 544 | 290.97 | 349.71 | 377.21 |
beit_large_patch16_512 | 33.87 | 2834.401 | 96 | 512 | 362.24 | 656.39 | 305.67 |
cait_m36_384 | 32.22 | 7945.944 | 256 | 384 | 173.11 | 734.81 | 271.22 |
nfnet_f6 | 28.33 | 13554.319 | 384 | 576 | 378.69 | 452.2 | 438.36 |
volo_d5_512 | 26.99 | 4742.789 | 128 | 512 | 425.09 | 1105.37 | 296.09 |
dm_nfnet_f6 | 26.14 | 9792.719 | 256 | 576 | 378.69 | 452.2 | 438.36 |
resnetv2_152x4_bitm | 24.34 | 2629.892 | 64 | 480 | 844.84 | 414.26 | 936.53 |
efficientnet_l2 | 23.12 | 1037.889 | 24 | 800 | 479.12 | 1707.39 | 480.31 |
tf_efficientnet_l2_ns | 22.7 | 1057.422 | 24 | 800 | 479.12 | 1707.39 | 480.31 |
nfnet_f7 | 22.34 | 11460.175 | 256 | 608 | 480.39 | 570.85 | 499.5 |
swinv2_cr_giant_384 | 14.63 | 2187.208 | 32 | 384 | 1450.71 | 1394.86 | 2598.76 |
cait_m48_448 | 13.64 | 9385.159 | 128 | 448 | 329.41 | 1708.23 | 356.46 |