目前,XBM框架已经集成conformer、ViT、Swin Transformer、ResNet50、MobileNetV3等模型,并对以上模型进行重新训练,得到模型性能如下表所示。我们将陆续增加更多的典型网络和相关预训练模型。如果您对XBM有任何需求,请通过openi与我们联系,我们将及时处理。
Model | Acc@1(%) | Acc@5(%) | Param(M) | Dataset | Image Size | weight |
---|---|---|---|---|---|---|
resnet50 | 79.63 | 94.63 | 25.5 | ImageNet1K | 224 | Link |
mobilenetv3_large_100 | 74.90 | 92.18 | 5.48 | ImageNet1K | 224 | Link |
conformer | ||||||
vit | ||||||
swin_tiny_patch4_window7_224 | 81.07 | 95.31 | 28 | ImageNet1K | 224 | Link |
swin_small_patch4_window7_224 | 81.37 | 95.46 | 50 | ImageNet1K | 224 | Link |
swinv2_tiny_patch4_window8_256 | 81.35 | 95.69 | 28 | ImageNet1K | 256 | Link |
beit_base_patch16_224 | 84.72 | 97.40 | 87.00 | ImageNet1K | 224 | Link |
beit_base_patch16_384 | 86.49 | 97.97 | 90.75 | ImageNet1K | 384 | Link |
beit_large_patch16_224 | 87.15 | 98.18 | 305.39 | ImageNet1K | 224 | Link |
beit_large_patch16_384 | 88.13 | 98.50 | 313.01 | ImageNet1K | 384 | Link |
beit_large_patch16_512 | 88.22 | 98.53 | 330.91 | ImageNet1K | 512 | Link |
beitv2_base_patch16_224 | 86.39 | 97.96 | 87.00 | ImageNet1K | 224 | Link |
beitv2_large_patch16_224 | 88.35 | 98.50 | 305.39 | ImageNet1K | 224 | Link |
deit_tiny_patch16_224 | 72.12 | 91.02 | 5.72 | ImageNet1K | 224 | Link |
deit_small_patch16_224 | 79.77 | 94.96 | 22.05 | ImageNet1K | 224 | Link |
deit_base_patch16_224 | 81.91 | 95.64 | 86.57 | ImageNet1K | 224 | Link |
deit_base_patch16_384 | 83.02 | 96.30 | 86.86 | ImageNet1K | 384 | Link |
deit_tiny_distilled_patch16_224 | 73.87 | 91.61 | 5.91 | ImageNet1K | 224 | Link |
deit_small_distilled_patch16_224 | 80.65 | 94.98 | 22.44 | ImageNet1K | 224 | Link |
deit_base_distilled_patch16_224 | 82.75 | 96.09 | 87.34 | ImageNet1K | 224 | Link |
deit_base_distilled_patch16_384 | 84.80 | 96.93 | 87.63 | ImageNet1K | 384 | Link |
deit3_small_patch16_224 | 81.29 | 95.37 | 22.06 | ImageNet1K | 224 | Link |
deit3_small_patch16_384 | 83.34 | 96.58 | 22.21 | ImageNet1K | 384 | Link |
deit3_medium_patch16_224 | 82.91 | 96.13 | 38.85 | ImageNet1K | 224 | Link |
deit3_base_patch16_224 | 83.72 | 96.49 | 86.59 | ImageNet1K | 224 | Link |
deit3_base_patch16_384 | 85.01 | 97.15 | 86.88 | ImageNet1K | 384 | Link |
deit3_large_patch16_224 | 84.70 | 96.94 | 304.37 | ImageNet1K | 224 | Link |
deit3_large_patch16_384 | 85.74 | 97.51 | 304.76 | ImageNet1K | 384 | Link |
deit3_huge_patch14_224 | 85.13 | 97.25 | 632.13 | ImageNet1K | 224 | Link |
deit3_small_patch16_224_in21ft1k | 83.00 | 96.68 | 22.06 | ImageNet1K | 224 | Link |
deit3_small_patch16_384_in21ft1k | 84.74 | 97.39 | 22.21 | ImageNet1K | 384 | Link |
deit3_medium_patch16_224_in21ft1k | 84.47 | 97.10 | 38.85 | ImageNet1K | 224 | Link |
deit3_base_patch16_224_in21ft1k | 85.63 | 97.66 | 86.59 | ImageNet1K | 224 | Link |
deit3_base_patch16_384_in21ft1k | 86.65 | 98.02 | 86.88 | ImageNet1K | 384 | Link |
deit3_large_patch16_224_in21ft1k | 86.89 | 98.15 | 304.37 | ImageNet1K | 224 | Link |
deit3_large_patch16_384_in21ft1k | 87.63 | 98.42 | 304.76 | ImageNet1K | 384 | Link |
deit3_huge_patch14_224_in21ft1k | 87.09 | 98.17 | 632.13 | ImageNet1K | 224 | Link |
xcit_nano_12_p16_224 | 69.88 | 89.67 | 3.06 | ImageNet1K | 224 | Link |
xcit_nano_12_p16_224_dist | 72.23 | 90.76 | 3.06 | ImageNet1K | 224 | Link |
xcit_nano_12_p16_384_dist | 75.38 | 92.59 | 3.06 | ImageNet1K | 384 | Link |
xcit_tiny_12_p16_224 | 77.05 | 93.62 | 6.72 | ImageNet1K | 224 | Link |
xcit_tiny_12_p16_224_dist | 78.51 | 94.12 | 6.72 | ImageNet1K | 224 | Link |
xcit_tiny_12__p16_384_dist | 80.87 | 95.33 | 6.72 | ImageNet1K | 384 | Link |
xcit_small_12__p16_224 | 81.90 | 95.73 | 26.26 | ImageNet1K | 224 | Link |
xcit_small_12__p16_224_dist | 83.25 | 96.33 | 26.26 | ImageNet1K | 224 | Link |
xcit_small_12__p16_384_dist | 84.65 | 97.02 | 26.26 | ImageNet1K | 384 | Link |
xcit_tiny_24_p16_224 | 79.39 | 94.78 | 12.13 | ImageNet1K | 224 | Link |
xcit_tiny_24_p16_224_dist | 79.90 | 94.76 | 12.13 | ImageNet1K | 224 | Link |
xcit_tiny_24_p16_384_dist | 82.49 | 96.19 | 12.13 | ImageNet1K | 384 | Link |
xcit_small_24_p16_224 | 82.48 | 95.90 | 47.69 | ImageNet1K | 224 | Link |
xcit_small_24_p16_224_dist | 83.78 | 96.63 | 47.69 | ImageNet1K | 224 | Link |
xcit_small_24_p16_384_dist | 85.00 | 97.23 | 47.69 | ImageNet1K | 384 | Link |
xcit_medium_24_p16_224 | 82.52 | 95.87 | 84.42 | ImageNet1K | 224 | Link |
xcit_medium_24_p16_224_dist | 84.19 | 96.85 | 84.42 | ImageNet1K | 224 | Link |
xcit_medium_24_p16_384_dist | 85.34 | 97.32 | 84.42 | ImageNet1K | 384 | Link |
xcit_large_24_p16_224 | 82.80 | 95.76 | 189.14 | ImageNet1K | 224 | Link |
xcit_large_24_p16_224_dist | 84.86 | 97.04 | 189.14 | ImageNet1K | 224 | Link |
xcit_large_24_p16_384_dist | 85.70 | 97.45 | 189.14 | ImageNet1K | 384 | Link |
xcit_nano_12_p8_224 | 73.81 | 92.06 | 3.05 | ImageNet1K | 224 | Link |
xcit_nano_12_p8_224_dist | 76.27 | 92.98 | 3.05 | ImageNet1K | 224 | Link |
xcit_nano_12_p8_384_dist | 77.77 | 93.96 | 3.05 | ImageNet1K | 384 | Link |
xcit_tiny_12_p8_224 | 79.66 | 94.96 | 6.71 | ImageNet1K | 224 | Link |
xcit_tiny_12_p8_224_dist | 81.12 | 95.52 | 6.71 | ImageNet1K | 224 | Link |
xcit_tiny_12_p8_384_dist | 82.31 | 96.12 | 6.71 | ImageNet1K | 384 | Link |
xcit_small_12_p8_224 | 83.25 | 96.38 | 26.22 | ImageNet1K | 224 | Link |
xcit_small_12_p8_224_dist | 84.18 | 96.78 | 26.22 | ImageNet1K | 224 | Link |
xcit_small_12_p8_384_dist | 84.98 | 97.16 | 26.22 | ImageNet1K | 384 | Link |
xcit_tiny_24_p8_224 | 81.83 | 95.89 | 12.12 | ImageNet1K | 224 | Link |
xcit_tiny_24_p8_224_dist | 82.49 | 96.09 | 12.12 | ImageNet1K | 224 | Link |
xcit_tiny_24_p8_384_dist | 83.68 | 97.09 | 12.12 | ImageNet1K | 384 | Link |
xcit_small_24_p8_224 | 83.02 | 96.08 | 47.65 | ImageNet1K | 224 | Link |
xcit_small_24_p8_224_dist | 84.78 | 97.09 | 47.65 | ImageNet1K | 224 | Link |
xcit_small_24_p8_384_dist | 85.49 | 97.47 | 47.65 | ImageNet1K | 384 | Link |
xcit_medium_24_p8_224 | 83.62 | 96.27 | 84.35 | ImageNet1K | 224 | Link |
xcit_medium_24_p8_224_dist | 84.98 | 97.18 | 84.35 | ImageNet1K | 224 | Link |
xcit_medium_24_p8_384_dist | 85.72 | 97.49 | 84.35 | ImageNet1K | 384 | Link |
xcit_large_24_p8_224 | 84.29 | 96.55 | 188.97 | ImageNet1K | 224 | Link |
xcit_large_24_p8_224_dist | 85.33 | 97.32 | 188.97 | ImageNet1K | 224 | Link |
xcit_large_24_p8_384_dist | 85.38 | 97.26 | 188.97 | ImageNet1K | 384 | Link |
cait_xxs24_224 | 78.33 | 94.22 | 11.91 | ImageNet1K | 224 | Link |
cait_xxs24_384 | 80.85 | 95.55 | 12.03 | ImageNet1K | 384 | Link |
xcait_xxs36_224 | 79.68 | 94.77 | 17.30 | ImageNet1K | 224 | Link |
cait_xxs36_384 | 82.11 | 96.06 | 17.37 | ImageNet1K | 384 | Link |
cait_xs24_384 | 83.97 | 96.79 | 26.67 | ImageNet1K | 384 | Link |
cait_s24_224 | 83.39 | 96.48 | 46.92 | ImageNet1K | 224 | Link |
cait_s24_384 | 84.97 | 97.26 | 47.06 | ImageNet1K | 384 | Link |
cait_s36_384 | 85.36 | 97.39 | 68.37 | ImageNet1K | 384 | Link |
cait_m36_384 | 85.97 | 97.64 | 271.22 | ImageNet1K | 384 | Link |
cait_m48_448 | 86.39 | 97.65 | 356.46 | ImageNet1K | 448 | Link |
convit_tiny | 72.87 | 91.40 | 5.71 | ImageNet1K | 224 | Link |
convit_small | 81.12 | 95.40 | 27.78 | ImageNet1K | 224 | Link |
convit_base | 82.01 | 95.59 | 86.54 | ImageNet1K | 224 | Link |
crossvit_tiny_240 | 73.13 | 91.69 | 7.01 | ImageNet1K | 240 | Link |
crossvit_small_240 | 80.80 | 95.36 | 26.86 | ImageNet1K | 240 | Link |
crossvit_base_240 | 81.88 | 95.42 | 105.03 | ImageNet1K | 240 | Link |
crossvit_9_240 | 73.33 | 91.53 | 8.55 | ImageNet1K | 240 | Link |
crossvit_15_240 | 81.01 | 95.38 | 27.53 | ImageNet1K | 240 | Link |
crossvit_18_240 | 81.93 | 95.69 | 43.27 | ImageNet1K | 240 | Link |
crossvit_9_dagger_240 | 76.50 | 93.17 | 8.78 | ImageNet1K | 240 | Link |
crossvit_15_dagger_240 | 81.63 | 95.58 | 28.21 | ImageNet1K | 240 | Link |
crossvit_15_dagger_408 | 83.41 | 96.39 | 28.50 | ImageNet1K | 408 | Link |
crossvit_18_dagger_240 | 81.89 | 95.72 | 44.27 | ImageNet1K | 240 | Link |
crossvit_18_dagger_408 | 83.85 | 96.48 | 44.61 | ImageNet1K | 408 | Link |
pit_ti_224 | 72.86 | 91.32 | 4.85 | ImageNet1K | 224 | Link |
pit_ti_distilled_224 | 74.46 | 92.01 | 5.10 | ImageNet1K | 224 | Link |
pit_xs_224 | 78.10 | 94.08 | 10.62 | ImageNet1K | 224 | Link |
pit_xs_distilled_224 | 79.22 | 94.28 | 11.00 | ImageNet1K | 224 | Link |
pit_s_224 | 81.00 | 95.24 | 23.46 | ImageNet1K | 224 | Link |
pit_s_distilled_224 | 81.91 | 95.69 | 24.04 | ImageNet1K | 224 | Link |
pit_b_224 | 82.37 | 95.62 | 73.76 | ImageNet1K | 224 | Link |
pit_b_distilled_224 | 84.09 | 96.76 | 73.79 | ImageNet1K | 224 | Link |
Dear OpenI User
Thank you for your continuous support to the Openl Qizhi Community AI Collaboration Platform. In order to protect your usage rights and ensure network security, we updated the Openl Qizhi Community AI Collaboration Platform Usage Agreement in January 2024. The updated agreement specifies that users are prohibited from using intranet penetration tools. After you click "Agree and continue", you can continue to use our services. Thank you for your cooperation and understanding.
For more agreement content, please refer to the《Openl Qizhi Community AI Collaboration Platform Usage Agreement》