├── LICENSE ├── README.md ├── configs ├── _base_ │ ├── datasets │ │ ├── cifar100_bs16.py │ │ ├── cifar10_bs16.py │ │ ├── cub_bs8_384.py │ │ ├── cub_bs8_448.py │ │ ├── imagenet21k_bs128.py │ │ ├── imagenet_bs128_mbv3.py │ │ ├── imagenet_bs128_poolformer_medium_224.py │ │ ├── imagenet_bs128_poolformer_small_224.py │ │ ├── imagenet_bs128_revvit_224.py │ │ ├── imagenet_bs128_vig_224.py │ │ ├── imagenet_bs16_eva_196.py │ │ ├── imagenet_bs16_eva_336.py │ │ ├── imagenet_bs16_eva_560.py │ │ ├── imagenet_bs16_pil_bicubic_384.py │ │ ├── imagenet_bs256_davit_224.py │ │ ├── imagenet_bs256_levit_224.py │ │ ├── imagenet_bs256_rsb_a12.py │ │ ├── imagenet_bs256_rsb_a3.py │ │ ├── imagenet_bs32.py │ │ ├── imagenet_bs32_pil_bicubic.py │ │ ├── imagenet_bs32_pil_resize.py │ │ ├── imagenet_bs64.py │ │ ├── imagenet_bs64_autoaug.py │ │ ├── imagenet_bs64_clip_224.py │ │ ├── imagenet_bs64_clip_384.py │ │ ├── imagenet_bs64_clip_448.py │ │ ├── imagenet_bs64_convmixer_224.py │ │ ├── imagenet_bs64_deit3_224.py │ │ ├── imagenet_bs64_deit3_384.py │ │ ├── imagenet_bs64_edgenext_256.py │ │ ├── imagenet_bs64_mixer_224.py │ │ ├── imagenet_bs64_pil_resize.py │ │ ├── imagenet_bs64_pil_resize_autoaug.py │ │ ├── imagenet_bs64_swin_224.py │ │ ├── imagenet_bs64_swin_256.py │ │ ├── imagenet_bs64_swin_384.py │ │ ├── imagenet_bs64_t2t_224.py │ │ ├── imagenet_bs8_pil_bicubic_320.py │ │ ├── inshop_bs32_448.py │ │ ├── pipelines │ │ │ ├── auto_aug.py │ │ │ └── rand_aug.py │ │ └── voc_bs16.py │ ├── default_runtime.py │ ├── models │ │ ├── conformer │ │ │ ├── base-p16.py │ │ │ ├── small-p16.py │ │ │ ├── small-p32.py │ │ │ └── tiny-p16.py │ │ ├── convmixer │ │ │ ├── convmixer-1024-20.py │ │ │ ├── convmixer-1536-20.py │ │ │ └── convmixer-768-32.py │ │ ├── convnext │ │ │ ├── convnext-base.py │ │ │ ├── convnext-large.py │ │ │ ├── convnext-small.py │ │ │ ├── convnext-tiny.py │ │ │ └── convnext-xlarge.py │ │ ├── convnext_v2 │ │ │ ├── atto.py │ │ │ ├── base.py │ │ │ ├── femto.py │ │ │ ├── huge.py │ │ │ ├── large.py │ │ │ ├── nano.py │ │ │ ├── pico.py │ │ │ └── tiny.py │ │ ├── davit │ │ │ ├── davit-base.py │ │ │ ├── davit-small.py │ │ │ └── davit-tiny.py │ │ ├── deit3 │ │ │ ├── deit3-base-p16-224.py │ │ │ ├── deit3-base-p16-384.py │ │ │ ├── deit3-huge-p14-224.py │ │ │ ├── deit3-large-p16-224.py │ │ │ ├── deit3-large-p16-384.py │ │ │ ├── deit3-medium-p16-224.py │ │ │ ├── deit3-small-p16-224.py │ │ │ └── deit3-small-p16-384.py │ │ ├── densenet │ │ │ ├── densenet121.py │ │ │ ├── densenet161.py │ │ │ ├── densenet169.py │ │ │ └── densenet201.py │ │ ├── edgenext │ │ │ ├── edgenext-base.py │ │ │ ├── edgenext-small.py │ │ │ ├── edgenext-xsmall.py │ │ │ └── edgenext-xxsmall.py │ │ ├── efficientformer-l1.py │ │ ├── efficientnet_b0.py │ │ ├── efficientnet_b1.py │ │ ├── efficientnet_b2.py │ │ ├── efficientnet_b3.py │ │ ├── efficientnet_b4.py │ │ ├── efficientnet_b5.py │ │ ├── efficientnet_b6.py │ │ ├── efficientnet_b7.py │ │ ├── efficientnet_b8.py │ │ ├── efficientnet_em.py │ │ ├── efficientnet_es.py │ │ ├── efficientnet_l2.py │ │ ├── efficientnet_v2 │ │ │ ├── efficientnetv2_b0.py │ │ │ ├── efficientnetv2_b1.py │ │ │ ├── efficientnetv2_b2.py │ │ │ ├── efficientnetv2_b3.py │ │ │ ├── efficientnetv2_l.py │ │ │ ├── efficientnetv2_m.py │ │ │ ├── efficientnetv2_s.py │ │ │ └── efficientnetv2_xl.py │ │ ├── eva │ │ │ ├── eva-g.py │ │ │ └── eva-l.py │ │ ├── hornet │ │ │ ├── hornet-base-gf.py │ │ │ ├── hornet-base.py │ │ │ ├── hornet-large-gf.py │ │ │ ├── hornet-large-gf384.py │ │ │ ├── hornet-large.py │ │ │ ├── hornet-small-gf.py │ │ │ ├── hornet-small.py │ │ │ ├── hornet-tiny-gf.py │ │ │ └── hornet-tiny.py │ │ ├── hrnet │ │ │ ├── hrnet-w18.py │ │ │ ├── hrnet-w30.py │ │ │ ├── hrnet-w32.py │ │ │ ├── hrnet-w40.py │ │ │ ├── hrnet-w44.py │ │ │ ├── hrnet-w48.py │ │ │ └── hrnet-w64.py │ │ ├── inception_v3.py │ │ ├── levit-256-p16.py │ │ ├── mixmim │ │ │ └── mixmim_base.py │ │ ├── mlp_mixer_base_patch16.py │ │ ├── mlp_mixer_large_patch16.py │ │ ├── mobilenet_v1_1x.py │ │ ├── mobilenet_v2_1x.py │ │ ├── mobilenet_v3 │ │ │ ├── mobilenet_v3_large_imagenet.py │ │ │ ├── mobilenet_v3_small_050_imagenet.py │ │ │ ├── mobilenet_v3_small_075_imagenet.py │ │ │ ├── mobilenet_v3_small_cifar.py │ │ │ └── mobilenet_v3_small_imagenet.py │ │ ├── mobileone │ │ │ ├── mobileone_s0.py │ │ │ ├── mobileone_s1.py │ │ │ ├── mobileone_s2.py │ │ │ ├── mobileone_s3.py │ │ │ └── mobileone_s4.py │ │ ├── mobilevit │ │ │ ├── mobilevit_s.py │ │ │ ├── mobilevit_xs.py │ │ │ └── mobilevit_xxs.py │ │ ├── mvit │ │ │ ├── mvitv2-base.py │ │ │ ├── mvitv2-large.py │ │ │ ├── mvitv2-small.py │ │ │ └── mvitv2-tiny.py │ │ ├── poolformer │ │ │ ├── poolformer_m36.py │ │ │ ├── poolformer_m48.py │ │ │ ├── poolformer_s12.py │ │ │ ├── poolformer_s24.py │ │ │ └── poolformer_s36.py │ │ ├── regnet │ │ │ ├── regnetx_1.6gf.py │ │ │ ├── regnetx_12gf.py │ │ │ ├── regnetx_3.2gf.py │ │ │ ├── regnetx_4.0gf.py │ │ │ ├── regnetx_400mf.py │ │ │ ├── regnetx_6.4gf.py │ │ │ ├── regnetx_8.0gf.py │ │ │ └── regnetx_800mf.py │ │ ├── replknet-31B_in1k.py │ │ ├── replknet-31L_in1k.py │ │ ├── replknet-XL_in1k.py │ │ ├── repmlp-base_224.py │ │ ├── repvgg-A0_in1k.py │ │ ├── repvgg-B3_lbs-mixup_in1k.py │ │ ├── res2net101-w26-s4.py │ │ ├── res2net50-w14-s8.py │ │ ├── res2net50-w26-s4.py │ │ ├── res2net50-w26-s6.py │ │ ├── res2net50-w26-s8.py │ │ ├── res2net50-w48-s2.py │ │ ├── resnest101.py │ │ ├── resnest200.py │ │ ├── resnest269.py │ │ ├── resnest50.py │ │ ├── resnet101.py │ │ ├── resnet101_cifar.py │ │ ├── resnet152.py │ │ ├── resnet152_cifar.py │ │ ├── resnet18.py │ │ ├── resnet18_cifar.py │ │ ├── resnet34.py │ │ ├── resnet34_cifar.py │ │ ├── resnet34_gem.py │ │ ├── resnet50.py │ │ ├── resnet50_cifar.py │ │ ├── resnet50_cifar_cutmix.py │ │ ├── resnet50_cifar_mixup.py │ │ ├── resnet50_cutmix.py │ │ ├── resnet50_label_smooth.py │ │ ├── resnet50_mixup.py │ │ ├── resnetv1c50.py │ │ ├── resnetv1d101.py │ │ ├── resnetv1d152.py │ │ ├── resnetv1d50.py │ │ ├── resnext101_32x4d.py │ │ ├── resnext101_32x8d.py │ │ ├── resnext152_32x4d.py │ │ ├── resnext50_32x4d.py │ │ ├── revvit │ │ │ ├── revvit-base.py │ │ │ └── revvit-small.py │ │ ├── seresnet101.py │ │ ├── seresnet50.py │ │ ├── seresnext101_32x4d.py │ │ ├── seresnext50_32x4d.py │ │ ├── shufflenet_v1_1x.py │ │ ├── shufflenet_v2_1x.py │ │ ├── swin_transformer │ │ │ ├── base_224.py │ │ │ ├── base_384.py │ │ │ ├── large_224.py │ │ │ ├── large_384.py │ │ │ ├── small_224.py │ │ │ └── tiny_224.py │ │ ├── swin_transformer_v2 │ │ │ ├── base_256.py │ │ │ ├── base_384.py │ │ │ ├── large_256.py │ │ │ ├── large_384.py │ │ │ ├── small_256.py │ │ │ └── tiny_256.py │ │ ├── t2t-vit-t-14.py │ │ ├── t2t-vit-t-19.py │ │ ├── t2t-vit-t-24.py │ │ ├── tinyvit │ │ │ ├── tinyvit-11m.py │ │ │ ├── tinyvit-21m.py │ │ │ └── tinyvit-5m.py │ │ ├── tnt_s_patch16_224.py │ │ ├── twins_pcpvt_base.py │ │ ├── twins_svt_base.py │ │ ├── van │ │ │ ├── van_base.py │ │ │ ├── van_large.py │ │ │ ├── van_small.py │ │ │ └── van_tiny.py │ │ ├── vgg11.py │ │ ├── vgg11bn.py │ │ ├── vgg13.py │ │ ├── vgg13bn.py │ │ ├── vgg16.py │ │ ├── vgg16bn.py │ │ ├── vgg19.py │ │ ├── vgg19bn.py │ │ ├── vig │ │ │ ├── pyramid_vig_base.py │ │ │ ├── pyramid_vig_medium.py │ │ │ ├── pyramid_vig_small.py │ │ │ ├── pyramid_vig_tiny.py │ │ │ ├── vig_base.py │ │ │ ├── vig_small.py │ │ │ └── vig_tiny.py │ │ ├── vit-base-p16.py │ │ ├── vit-base-p32.py │ │ ├── vit-large-p16.py │ │ ├── vit-large-p32.py │ │ └── wide-resnet50.py │ └── schedules │ │ ├── cifar10_bs128.py │ │ ├── cub_bs64.py │ │ ├── imagenet_bs1024_adamw_conformer.py │ │ ├── imagenet_bs1024_adamw_revvit.py │ │ ├── imagenet_bs1024_adamw_swin.py │ │ ├── imagenet_bs1024_coslr.py │ │ ├── imagenet_bs1024_linearlr_bn_nowd.py │ │ ├── imagenet_bs2048.py │ │ ├── imagenet_bs2048_AdamW.py │ │ ├── imagenet_bs2048_adamw_levit.py │ │ ├── imagenet_bs2048_coslr.py │ │ ├── imagenet_bs2048_rsb.py │ │ ├── imagenet_bs256.py │ │ ├── imagenet_bs256_140e.py │ │ ├── imagenet_bs256_200e_coslr_warmup.py │ │ ├── imagenet_bs256_coslr.py │ │ ├── imagenet_bs256_coslr_coswd_300e.py │ │ ├── imagenet_bs256_epochstep.py │ │ └── imagenet_bs4096_AdamW.py ├── arcface │ ├── README.md │ ├── metafile.yml │ └── resnet50-arcface_8xb32_inshop.py ├── beit │ ├── README.md │ ├── beit-base-p16_8xb64_in1k.py │ └── metafile.yml ├── beitv2 │ ├── README.md │ ├── beitv2-base-p16_8xb64_in1k.py │ └── metafile.yml ├── clip │ ├── README.md │ ├── metafile.yml │ ├── vit-base-p16_pt-64xb64_in1k-384px.py │ ├── vit-base-p16_pt-64xb64_in1k-448px.py │ ├── vit-base-p16_pt-64xb64_in1k.py │ ├── vit-base-p32_pt-64xb64_in1k-384px.py │ ├── vit-base-p32_pt-64xb64_in1k-448px.py │ └── vit-base-p32_pt-64xb64_in1k.py ├── conformer │ ├── README.md │ ├── conformer-base-p16_8xb128_in1k.py │ ├── conformer-small-p16_8xb128_in1k.py │ ├── conformer-small-p32_8xb128_in1k.py │ ├── conformer-tiny-p16_8xb128_in1k.py │ └── metafile.yml ├── convmixer │ ├── README.md │ ├── convmixer-1024-20_10xb64_in1k.py │ ├── convmixer-1536-20_10xb64_in1k.py │ ├── convmixer-768-32_10xb64_in1k.py │ └── metafile.yml ├── convnext │ ├── README.md │ ├── convnext-base_32xb128_in1k-384px.py │ ├── convnext-base_32xb128_in1k.py │ ├── convnext-base_32xb128_in21k.py │ ├── convnext-large_64xb64_in1k-384px.py │ ├── convnext-large_64xb64_in1k.py │ ├── convnext-large_64xb64_in21k.py │ ├── convnext-small_32xb128_in1k-384px.py │ ├── convnext-small_32xb128_in1k.py │ ├── convnext-tiny_32xb128_in1k-384px.py │ ├── convnext-tiny_32xb128_in1k.py │ ├── convnext-xlarge_64xb64_in1k-384px.py │ ├── convnext-xlarge_64xb64_in1k.py │ ├── convnext-xlarge_64xb64_in21k.py │ └── metafile.yml ├── convnext_v2 │ ├── README.md │ ├── convnext-v2-atto_32xb32_in1k.py │ ├── convnext-v2-base_32xb32_in1k-384px.py │ ├── convnext-v2-base_32xb32_in1k.py │ ├── convnext-v2-femto_32xb32_in1k.py │ ├── convnext-v2-huge_32xb32_in1k-384px.py │ ├── convnext-v2-huge_32xb32_in1k-512px.py │ ├── convnext-v2-huge_32xb32_in1k.py │ ├── convnext-v2-large_32xb32_in1k-384px.py │ ├── convnext-v2-large_32xb32_in1k.py │ ├── convnext-v2-nano_32xb32_in1k-384px.py │ ├── convnext-v2-nano_32xb32_in1k.py │ ├── convnext-v2-pico_32xb32_in1k.py │ ├── convnext-v2-tiny_32xb32_in1k-384px.py │ ├── convnext-v2-tiny_32xb32_in1k.py │ └── metafile.yml ├── cspnet │ ├── README.md │ ├── cspdarknet50_8xb32_in1k.py │ ├── cspresnet50_8xb32_in1k.py │ ├── cspresnext50_8xb32_in1k.py │ └── metafile.yml ├── csra │ ├── README.md │ ├── metafile.yml │ └── resnet101-csra_1xb16_voc07-448px.py ├── davit │ ├── README.md │ ├── davit-base_4xb256_in1k.py │ ├── davit-small_4xb256_in1k.py │ ├── davit-tiny_4xb256_in1k.py │ └── metafile.yml ├── deit │ ├── README.md │ ├── deit-base-distilled_ft-16xb32_in1k-384px.py │ ├── deit-base-distilled_pt-16xb64_in1k.py │ ├── deit-base_ft-16xb32_in1k-384px.py │ ├── deit-base_pt-16xb64_in1k.py │ ├── deit-small-distilled_pt-4xb256_in1k.py │ ├── deit-small_pt-4xb256_in1k.py │ ├── deit-tiny-distilled_pt-4xb256_in1k.py │ ├── deit-tiny_pt-4xb256_in1k.py │ └── metafile.yml ├── deit3 │ ├── README.md │ ├── deit3-base-p16_64xb32_in1k-384px.py │ ├── deit3-base-p16_64xb64_in1k.py │ ├── deit3-huge-p14_64xb32_in1k.py │ ├── deit3-large-p16_64xb16_in1k-384px.py │ ├── deit3-large-p16_64xb64_in1k.py │ ├── deit3-medium-p16_64xb64_in1k.py │ ├── deit3-small-p16_64xb64_in1k-384px.py │ ├── deit3-small-p16_64xb64_in1k.py │ └── metafile.yml ├── densenet │ ├── README.md │ ├── densenet121_4xb256_in1k.py │ ├── densenet161_4xb256_in1k.py │ ├── densenet169_4xb256_in1k.py │ ├── densenet201_4xb256_in1k.py │ └── metafile.yml ├── distillers │ ├── cifar100 │ │ ├── res18_sd_cifar.py │ │ └── res34_distill_res18_cifar.py │ └── imagenet │ │ ├── deit-b3_distill_deit-s_img.py │ │ ├── deit-l3_distill_deit-b_img.py │ │ ├── deit-s3_distill_deit-t_img.py │ │ ├── deit-s_distill_deit-t_img.py │ │ ├── deit-t_sd_img.py │ │ ├── mv1_sd_img.py │ │ ├── mv2_sd_img.py │ │ ├── regnet-1.6gf_sd_img.py │ │ ├── res101_sd_img.py │ │ ├── res18_sd_img.py │ │ ├── res34_distill_res18_img.py │ │ ├── res50_distill_mv1_img.py │ │ ├── res50_sd_img.py │ │ ├── shuffv2_sd_img.py │ │ └── swin-t_sd_img.py ├── edgenext │ ├── README.md │ ├── edgenext-base_8xb256-usi_in1k.py │ ├── edgenext-base_8xb256_in1k.py │ ├── edgenext-small_8xb256-usi_in1k.py │ ├── edgenext-small_8xb256_in1k.py │ ├── edgenext-xsmall_8xb256_in1k.py │ ├── edgenext-xxsmall_8xb256_in1k.py │ └── metafile.yml ├── efficientformer │ ├── README.md │ ├── efficientformer-l1_8xb128_in1k.py │ ├── efficientformer-l3_8xb128_in1k.py │ ├── efficientformer-l7_8xb128_in1k.py │ └── metafile.yml ├── efficientnet │ ├── README.md │ ├── efficientnet-b0_8xb32-01norm_in1k.py │ ├── efficientnet-b0_8xb32_in1k.py │ ├── efficientnet-b1_8xb32-01norm_in1k.py │ ├── efficientnet-b1_8xb32_in1k.py │ ├── efficientnet-b2_8xb32-01norm_in1k.py │ ├── efficientnet-b2_8xb32_in1k.py │ ├── efficientnet-b3_8xb32-01norm_in1k.py │ ├── efficientnet-b3_8xb32_in1k.py │ ├── efficientnet-b4_8xb32-01norm_in1k.py │ ├── efficientnet-b4_8xb32_in1k.py │ ├── efficientnet-b5_8xb32-01norm_in1k.py │ ├── efficientnet-b5_8xb32_in1k.py │ ├── efficientnet-b6_8xb32-01norm_in1k.py │ ├── efficientnet-b6_8xb32_in1k.py │ ├── efficientnet-b7_8xb32-01norm_in1k.py │ ├── efficientnet-b7_8xb32_in1k.py │ ├── efficientnet-b8_8xb32-01norm_in1k.py │ ├── efficientnet-b8_8xb32_in1k.py │ ├── efficientnet-em_8xb32-01norm_in1k.py │ ├── efficientnet-es_8xb32-01norm_in1k.py │ ├── efficientnet-l2_8xb32_in1k-475px.py │ ├── efficientnet-l2_8xb8_in1k-800px.py │ └── metafile.yml ├── efficientnet_v2 │ ├── README.md │ ├── efficientnetv2-b0_8xb32_in1k.py │ ├── efficientnetv2-b1_8xb32_in1k.py │ ├── efficientnetv2-b2_8xb32_in1k.py │ ├── efficientnetv2-b3_8xb32_in1k.py │ ├── efficientnetv2-l_8xb32_in1k-480px.py │ ├── efficientnetv2-l_8xb32_in21k.py │ ├── efficientnetv2-m_8xb32_in1k-480px.py │ ├── efficientnetv2-m_8xb32_in21k.py │ ├── efficientnetv2-s_8xb32_in1k-384px.py │ ├── efficientnetv2-s_8xb32_in21k.py │ ├── efficientnetv2-xl_8xb32_in1k-512px.py │ ├── efficientnetv2-xl_8xb32_in21k.py │ └── metafile.yml ├── eva │ ├── README.md │ ├── eva-g-p14_8xb16_in1k-336px.py │ ├── eva-g-p14_8xb16_in1k-560px.py │ ├── eva-g-p14_headless.py │ ├── eva-g-p16_headless.py │ ├── eva-l-p14_8xb16_in1k-196px.py │ ├── eva-l-p14_8xb16_in1k-336px.py │ ├── eva-l-p14_headless.py │ └── metafile.yml ├── hornet │ ├── README.md │ ├── hornet-base-gf_8xb64_in1k.py │ ├── hornet-base_8xb64_in1k.py │ ├── hornet-small-gf_8xb64_in1k.py │ ├── hornet-small_8xb64_in1k.py │ ├── hornet-tiny-gf_8xb128_in1k.py │ ├── hornet-tiny_8xb128_in1k.py │ └── metafile.yml ├── hrnet │ ├── README.md │ ├── hrnet-w18_4xb32_in1k.py │ ├── hrnet-w30_4xb32_in1k.py │ ├── hrnet-w32_4xb32_in1k.py │ ├── hrnet-w40_4xb32_in1k.py │ ├── hrnet-w44_4xb32_in1k.py │ ├── hrnet-w48_4xb32_in1k.py │ ├── hrnet-w64_4xb32_in1k.py │ └── metafile.yml ├── inception_v3 │ ├── README.md │ ├── inception-v3_8xb32_in1k.py │ └── metafile.yml ├── lenet │ ├── README.md │ └── lenet5_mnist.py ├── levit │ ├── README.md │ ├── deploy │ │ ├── levit-128_8xb256_in1k.py │ │ ├── levit-128s_8xb256_in1k.py │ │ ├── levit-192_8xb256_in1k.py │ │ ├── levit-256_8xb256_in1k.py │ │ └── levit-384_8xb256_in1k.py │ ├── levit-128_8xb256_in1k.py │ ├── levit-128s_8xb256_in1k.py │ ├── levit-192_8xb256_in1k.py │ ├── levit-256_8xb256_in1k.py │ ├── levit-384_8xb256_in1k.py │ └── metafile.yml ├── mixmim │ ├── README.md │ ├── metafile.yml │ └── mixmim-base_8xb64_in1k.py ├── mlp_mixer │ ├── README.md │ ├── metafile.yml │ ├── mlp-mixer-base-p16_64xb64_in1k.py │ └── mlp-mixer-large-p16_64xb64_in1k.py ├── mobilenet_v1 │ └── mobilenet_v1.py ├── mobilenet_v2 │ ├── README.md │ ├── metafile.yml │ └── mobilenet-v2_8xb32_in1k.py ├── mobilenet_v3 │ ├── README.md │ ├── metafile.yml │ ├── mobilenet-v3-large_8xb128_in1k.py │ ├── mobilenet-v3-small-050_8xb128_in1k.py │ ├── mobilenet-v3-small-075_8xb128_in1k.py │ ├── mobilenet-v3-small_8xb128_in1k.py │ └── mobilenet-v3-small_8xb16_cifar10.py ├── mobileone │ ├── README.md │ ├── deploy │ │ ├── mobileone-s0_deploy_8xb32_in1k.py │ │ ├── mobileone-s1_deploy_8xb32_in1k.py │ │ ├── mobileone-s2_deploy_8xb32_in1k.py │ │ ├── mobileone-s3_deploy_8xb32_in1k.py │ │ └── mobileone-s4_deploy_8xb32_in1k.py │ ├── metafile.yml │ ├── mobileone-s0_8xb32_in1k.py │ ├── mobileone-s1_8xb32_in1k.py │ ├── mobileone-s2_8xb32_in1k.py │ ├── mobileone-s3_8xb32_in1k.py │ └── mobileone-s4_8xb32_in1k.py ├── mobilevit │ ├── README.md │ ├── metafile.yml │ ├── mobilevit-small_8xb128_in1k.py │ ├── mobilevit-xsmall_8xb128_in1k.py │ └── mobilevit-xxsmall_8xb128_in1k.py ├── mvit │ ├── README.md │ ├── metafile.yml │ ├── mvitv2-base_8xb256_in1k.py │ ├── mvitv2-large_8xb256_in1k.py │ ├── mvitv2-small_8xb256_in1k.py │ └── mvitv2-tiny_8xb256_in1k.py ├── poolformer │ ├── README.md │ ├── metafile.yml │ ├── poolformer-m36_32xb128_in1k.py │ ├── poolformer-m48_32xb128_in1k.py │ ├── poolformer-s12_32xb128_in1k.py │ ├── poolformer-s24_32xb128_in1k.py │ └── poolformer-s36_32xb128_in1k.py ├── regnet │ ├── README.md │ ├── metafile.yml │ ├── regnetx-1.6gf_8xb128_in1k.py │ ├── regnetx-12gf_8xb64_in1k.py │ ├── regnetx-3.2gf_8xb64_in1k.py │ ├── regnetx-4.0gf_8xb64_in1k.py │ ├── regnetx-400mf_8xb128_in1k.py │ ├── regnetx-6.4gf_8xb64_in1k.py │ ├── regnetx-8.0gf_8xb64_in1k.py │ └── regnetx-800mf_8xb128_in1k.py ├── replknet │ ├── README.md │ ├── deploy │ │ ├── replknet-31B-deploy_32xb64_in1k-384px.py │ │ ├── replknet-31B-deploy_32xb64_in1k.py │ │ ├── replknet-31L-deploy_32xb64_in1k-384px.py │ │ └── replknet-XL-deploy_32xb64_in1k-320px.py │ ├── metafile.yml │ ├── replknet-31B_32xb64_in1k-384px.py │ ├── replknet-31B_32xb64_in1k.py │ ├── replknet-31L_32xb64_in1k-384px.py │ └── replknet-XL_32xb64_in1k-320px.py ├── repmlp │ ├── README.md │ ├── metafile.yml │ ├── repmlp-base_8xb64_in1k-256px.py │ ├── repmlp-base_8xb64_in1k.py │ ├── repmlp-base_delopy_8xb64_in1k.py │ └── repmlp-base_deploy_8xb64_in1k-256px.py ├── repvgg │ ├── README.md │ ├── metafile.yml │ ├── repvgg-A0_8xb32_in1k.py │ ├── repvgg-A0_deploy_in1k.py │ ├── repvgg-A1_8xb32_in1k.py │ ├── repvgg-A2_8xb32_in1k.py │ ├── repvgg-B0_8xb32_in1k.py │ ├── repvgg-B1_8xb32_in1k.py │ ├── repvgg-B1g2_8xb32_in1k.py │ ├── repvgg-B1g4_8xb32_in1k.py │ ├── repvgg-B2_8xb32_in1k.py │ ├── repvgg-B2g4_8xb32_in1k.py │ ├── repvgg-B3_8xb32_in1k.py │ ├── repvgg-B3g4_8xb32_in1k.py │ └── repvgg-D2se_8xb32_in1k.py ├── res2net │ ├── README.md │ ├── metafile.yml │ ├── res2net101-w26-s4_8xb32_in1k.py │ ├── res2net50-w14-s8_8xb32_in1k.py │ └── res2net50-w26-s8_8xb32_in1k.py ├── resnest │ ├── README.md │ ├── _randaug_policies.py │ ├── resnest101_32xb64_in1k.py │ ├── resnest200_64xb32_in1k.py │ ├── resnest269_64xb32_in1k.py │ └── resnest50_32xb64_in1k.py ├── resnet │ ├── README.md │ ├── metafile.yml │ ├── resnet101_8xb16_cifar10.py │ ├── resnet101_8xb32_in1k.py │ ├── resnet152_8xb16_cifar10.py │ ├── resnet152_8xb32_in1k.py │ ├── resnet18_8xb16_cifar10.py │ ├── resnet18_8xb16_cifar100.py │ ├── resnet18_8xb32_in1k.py │ ├── resnet34_8xb16_cifar10.py │ ├── resnet34_8xb32_in1k.py │ ├── resnet50_32xb64-warmup-coslr_in1k.py │ ├── resnet50_32xb64-warmup-lbs_in1k.py │ ├── resnet50_32xb64-warmup_in1k.py │ ├── resnet50_8xb128_coslr-90e_in21k.py │ ├── resnet50_8xb16-mixup_cifar10.py │ ├── resnet50_8xb16_cifar10.py │ ├── resnet50_8xb16_cifar100.py │ ├── resnet50_8xb256-rsb-a1-600e_in1k.py │ ├── resnet50_8xb256-rsb-a2-300e_in1k.py │ ├── resnet50_8xb256-rsb-a3-100e_in1k.py │ ├── resnet50_8xb32-coslr-preciseBN_in1k.py │ ├── resnet50_8xb32-coslr_in1k.py │ ├── resnet50_8xb32-cutmix_in1k.py │ ├── resnet50_8xb32-fp16-dynamic_in1k.py │ ├── resnet50_8xb32-fp16_in1k.py │ ├── resnet50_8xb32-lbs_in1k.py │ ├── resnet50_8xb32-mixup_in1k.py │ ├── resnet50_8xb32_in1k.py │ ├── resnet50_8xb8_cub.py │ ├── resnetv1c101_8xb32_in1k.py │ ├── resnetv1c152_8xb32_in1k.py │ ├── resnetv1c50_8xb32_in1k.py │ ├── resnetv1d101_8xb32_in1k.py │ ├── resnetv1d152_8xb32_in1k.py │ └── resnetv1d50_8xb32_in1k.py ├── resnext │ ├── README.md │ ├── metafile.yml │ ├── resnext101-32x4d_8xb32_in1k.py │ ├── resnext101-32x8d_8xb32_in1k.py │ ├── resnext152-32x4d_8xb32_in1k.py │ └── resnext50-32x4d_8xb32_in1k.py ├── revvit │ ├── README.md │ ├── metafile.yml │ ├── revvit-base_8xb256_in1k.py │ └── revvit-small_8xb256_in1k.py ├── seresnet │ ├── README.md │ ├── metafile.yml │ ├── seresnet101_8xb32_in1k.py │ ├── seresnet50_8xb32_in1k.py │ ├── seresnext101-32x4d_8xb32_in1k.py │ └── seresnext50-32x4d_8xb32_in1k.py ├── shufflenet_v1 │ ├── README.md │ ├── metafile.yml │ └── shufflenet-v1-1x_16xb64_in1k.py ├── shufflenet_v2 │ ├── README.md │ ├── metafile.yml │ └── shufflenet-v2-1x_16xb64_in1k.py ├── swin_transformer │ ├── README.md │ ├── metafile.yml │ ├── swin-base_16xb64_in1k-384px.py │ ├── swin-base_16xb64_in1k.py │ ├── swin-large_16xb64_in1k-384px.py │ ├── swin-large_16xb64_in1k.py │ ├── swin-large_8xb8_cub_384px.py │ ├── swin-small_16xb64_in1k.py │ └── swin-tiny_16xb64_in1k.py ├── swin_transformer_v2 │ ├── README.md │ ├── metafile.yml │ ├── swinv2-base-w12_8xb128_in21k-192px.py │ ├── swinv2-base-w16_16xb64_in1k-256px.py │ ├── swinv2-base-w16_in21k-pre_16xb64_in1k-256px.py │ ├── swinv2-base-w24_in21k-pre_16xb64_in1k-384px.py │ ├── swinv2-base-w8_16xb64_in1k-256px.py │ ├── swinv2-large-w12_8xb128_in21k-192px.py │ ├── swinv2-large-w16_in21k-pre_16xb64_in1k-256px.py │ ├── swinv2-large-w24_in21k-pre_16xb64_in1k-384px.py │ ├── swinv2-small-w16_16xb64_in1k-256px.py │ ├── swinv2-small-w8_16xb64_in1k-256px.py │ ├── swinv2-tiny-w16_16xb64_in1k-256px.py │ └── swinv2-tiny-w8_16xb64_in1k-256px.py ├── t2t_vit │ ├── README.md │ ├── metafile.yml │ ├── t2t-vit-t-14_8xb64_in1k.py │ ├── t2t-vit-t-19_8xb64_in1k.py │ └── t2t-vit-t-24_8xb64_in1k.py ├── tinyvit │ ├── README.md │ ├── metafile.yml │ ├── tinyvit-11m-distill_8xb256_in1k.py │ ├── tinyvit-11m_8xb256_in1k.py │ ├── tinyvit-21m-distill_8xb256_in1k-384px.py │ ├── tinyvit-21m-distill_8xb256_in1k-512px.py │ ├── tinyvit-21m-distill_8xb256_in1k.py │ ├── tinyvit-21m_8xb256_in1k.py │ ├── tinyvit-5m-distill_8xb256_in1k.py │ └── tinyvit-5m_8xb256_in1k.py ├── tnt │ ├── README.md │ ├── metafile.yml │ └── tnt-s-p16_16xb64_in1k.py ├── twins │ ├── README.md │ ├── metafile.yml │ ├── twins-pcpvt-base_8xb128_in1k.py │ ├── twins-pcpvt-large_16xb64_in1k.py │ ├── twins-pcpvt-small_8xb128_in1k.py │ ├── twins-svt-base_8xb128_in1k.py │ ├── twins-svt-large_16xb64_in1k.py │ └── twins-svt-small_8xb128_in1k.py ├── van │ ├── README.md │ ├── metafile.yml │ ├── van-base_8xb128_in1k.py │ ├── van-large_8xb128_in1k.py │ ├── van-small_8xb128_in1k.py │ └── van-tiny_8xb128_in1k.py ├── vgg │ ├── README.md │ ├── metafile.yml │ ├── vgg11_8xb32_in1k.py │ ├── vgg11bn_8xb32_in1k.py │ ├── vgg13_8xb32_in1k.py │ ├── vgg13bn_8xb32_in1k.py │ ├── vgg16_8xb16_voc.py │ ├── vgg16_8xb32_in1k.py │ ├── vgg16bn_8xb32_in1k.py │ ├── vgg19_8xb32_in1k.py │ └── vgg19bn_8xb32_in1k.py ├── vig │ ├── README.md │ ├── metafile.yml │ ├── pvig-base_8xb128_in1k.py │ ├── pvig-medium_8xb128_in1k.py │ ├── pvig-small_8xb128_in1k.py │ ├── pvig-tiny_8xb128_in1k.py │ ├── vig-base_8xb128_in1k.py │ ├── vig-small_8xb128_in1k.py │ └── vig-tiny_8xb128_in1k.py ├── vision_transformer │ ├── README.md │ ├── metafile.yml │ ├── vit-base-p16_ft-4xb544-ipu_in1k.py │ ├── vit-base-p16_ft-64xb64_in1k-384.py │ ├── vit-base-p16_pt-32xb128-mae_in1k-224.py │ ├── vit-base-p16_pt-64xb64_in1k-224.py │ ├── vit-base-p32_ft-64xb64_in1k-384.py │ ├── vit-base-p32_pt-64xb64_in1k-224.py │ ├── vit-large-p16_ft-64xb64_in1k-384.py │ ├── vit-large-p16_pt-64xb64_in1k-224.py │ ├── vit-large-p32_ft-64xb64_in1k-384.py │ └── vit-large-p32_pt-64xb64_in1k-224.py ├── wrn │ ├── README.md │ ├── metafile.yml │ ├── wide-resnet101_8xb32_in1k.py │ ├── wide-resnet50_8xb32_in1k.py │ └── wide-resnet50_timm_8xb32_in1k.py └── xcit │ ├── README.md │ ├── metafile.yml │ ├── xcit-large-24-p16_8xb128_in1k-384px.py │ ├── xcit-large-24-p16_8xb128_in1k.py │ ├── xcit-large-24-p8_8xb128_in1k-384px.py │ ├── xcit-large-24-p8_8xb128_in1k.py │ ├── xcit-medium-24-p16_8xb128_in1k-384px.py │ ├── xcit-medium-24-p16_8xb128_in1k.py │ ├── xcit-medium-24-p8_8xb128_in1k-384px.py │ ├── xcit-medium-24-p8_8xb128_in1k.py │ ├── xcit-nano-12-p16_8xb128_in1k-384px.py │ ├── xcit-nano-12-p16_8xb128_in1k.py │ ├── xcit-nano-12-p8_8xb128_in1k-384px.py │ ├── xcit-nano-12-p8_8xb128_in1k.py │ ├── xcit-small-12-p16_8xb128_in1k-384px.py │ ├── xcit-small-12-p16_8xb128_in1k.py │ ├── xcit-small-12-p8_8xb128_in1k-384px.py │ ├── xcit-small-12-p8_8xb128_in1k.py │ ├── xcit-small-24-p16_8xb128_in1k-384px.py │ ├── xcit-small-24-p16_8xb128_in1k.py │ ├── xcit-small-24-p8_8xb128_in1k-384px.py │ ├── xcit-small-24-p8_8xb128_in1k.py │ ├── xcit-tiny-12-p16_8xb128_in1k-384px.py │ ├── xcit-tiny-12-p16_8xb128_in1k.py │ ├── xcit-tiny-12-p8_8xb128_in1k-384px.py │ ├── xcit-tiny-12-p8_8xb128_in1k.py │ ├── xcit-tiny-24-p16_8xb128_in1k-384px.py │ ├── xcit-tiny-24-p16_8xb128_in1k.py │ ├── xcit-tiny-24-p8_8xb128_in1k-384px.py │ └── xcit-tiny-24-p8_8xb128_in1k.py ├── demo ├── bird.JPEG ├── cat-dog.png ├── demo.JPEG ├── dog.jpg ├── image_demo.py └── ipu_train_example.sh ├── docker ├── Dockerfile └── serve │ ├── Dockerfile │ ├── config.properties │ └── entrypoint.sh ├── docs ├── en │ ├── Makefile │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ ├── image │ │ │ ├── confusion-matrix.png │ │ │ ├── mmcls-logo.png │ │ │ └── tools │ │ │ │ └── analysis │ │ │ │ └── analyze_log.jpg │ │ └── js │ │ │ └── custom.js │ ├── _templates │ │ ├── 404.html │ │ ├── autosummary │ │ │ └── class.rst │ │ ├── callable.rst │ │ └── data_transform.rst │ ├── advanced_guides │ │ ├── convention.md │ │ ├── data_flow.md │ │ ├── datasets.md │ │ ├── evaluation.md │ │ ├── modules.md │ │ ├── pipeline.md │ │ ├── runtime.md │ │ └── schedule.md │ ├── api │ │ ├── apis.rst │ │ ├── data_process.rst │ │ ├── datasets.rst │ │ ├── engine.rst │ │ ├── evaluation.rst │ │ ├── models.rst │ │ ├── structures.rst │ │ ├── utils.rst │ │ └── visualization.rst │ ├── conf.py │ ├── device │ │ └── npu.md │ ├── docutils.conf │ ├── get_started.md │ ├── index.rst │ ├── migration.md │ ├── notes │ │ ├── changelog.md │ │ ├── contribution_guide.md │ │ ├── faq.md │ │ └── projects.md │ ├── stat.py │ ├── useful_tools │ │ ├── cam_visualization.md │ │ ├── complexity_analysis.md │ │ ├── dataset_visualization.md │ │ ├── log_result_analysis.md │ │ ├── model_serving.md │ │ ├── print_config.md │ │ ├── scheduler_visualization.md │ │ └── verify_dataset.md │ └── user_guides │ │ ├── config.md │ │ ├── dataset_prepare.md │ │ ├── finetune.md │ │ ├── inference.md │ │ └── train_test.md └── zh_CN │ ├── Makefile │ ├── _static │ ├── css │ │ └── readthedocs.css │ ├── image │ │ ├── confusion-matrix.png │ │ ├── mmcls-logo.png │ │ └── tools │ │ │ └── analysis │ │ │ └── analyze_log.jpg │ └── js │ │ └── custom.js │ ├── _templates │ ├── 404.html │ ├── autosummary │ │ └── class.rst │ ├── callable.rst │ └── data_transform.rst │ ├── advanced_guides │ ├── convention.md │ ├── data_flow.md │ ├── datasets.md │ ├── evaluation.md │ ├── modules.md │ ├── pipeline.md │ ├── runtime.md │ └── schedule.md │ ├── api │ ├── conf.py │ ├── device │ └── npu_zh.md │ ├── docutils.conf │ ├── get_started.md │ ├── index.rst │ ├── locales │ └── zh_CN │ │ └── LC_MESSAGES │ │ ├── api.po │ │ └── papers.po │ ├── migration.md │ ├── notes │ ├── changelog.md │ ├── contribution_guide.md │ ├── faq.md │ └── projects.md │ ├── stat.py │ ├── useful_tools │ ├── cam_visualization.md │ ├── complexity_analysis.md │ ├── dataset_visualization.md │ ├── log_result_analysis.md │ ├── model_serving.md │ ├── print_config.md │ ├── scheduler_visualization.md │ └── verify_dataset.md │ └── user_guides │ ├── config.md │ ├── dataset_prepare.md │ ├── finetune.md │ ├── inference.md │ └── train_test.md ├── imgs ├── ViTKD.jpg ├── architecture.jpg └── vitkd_compare.png ├── mmcls ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ └── model.py ├── datasets │ ├── __init__.py │ ├── base_dataset.py │ ├── builder.py │ ├── categories.py │ ├── cifar.py │ ├── cub.py │ ├── custom.py │ ├── dataset_wrappers.py │ ├── imagenet.py │ ├── inshop.py │ ├── mnist.py │ ├── multi_label.py │ ├── multi_task.py │ ├── samplers │ │ ├── __init__.py │ │ └── repeat_aug.py │ ├── transforms │ │ ├── __init__.py │ │ ├── auto_augment.py │ │ ├── formatting.py │ │ └── processing.py │ ├── utils.py │ └── voc.py ├── engine │ ├── __init__.py │ ├── hooks │ │ ├── __init__.py │ │ ├── class_num_check_hook.py │ │ ├── ema_hook.py │ │ ├── margin_head_hooks.py │ │ ├── precise_bn_hook.py │ │ ├── retriever_hooks.py │ │ ├── switch_recipe_hook.py │ │ └── visualization_hook.py │ └── optimizers │ │ ├── __init__.py │ │ ├── adan_t.py │ │ └── lamb.py ├── evaluation │ ├── __init__.py │ └── metrics │ │ ├── __init__.py │ │ ├── corruption_error.py │ │ ├── multi_label.py │ │ ├── multi_task.py │ │ ├── retrieval.py │ │ ├── single_label.py │ │ └── voc_multi_label.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── alexnet.py │ │ ├── base_backbone.py │ │ ├── beit.py │ │ ├── conformer.py │ │ ├── convmixer.py │ │ ├── convnext.py │ │ ├── cspnet.py │ │ ├── davit.py │ │ ├── deit.py │ │ ├── deit3.py │ │ ├── densenet.py │ │ ├── edgenext.py │ │ ├── efficientformer.py │ │ ├── efficientnet.py │ │ ├── efficientnet_v2.py │ │ ├── hornet.py │ │ ├── hrnet.py │ │ ├── inception_v3.py │ │ ├── lenet.py │ │ ├── levit.py │ │ ├── mixmim.py │ │ ├── mlp_mixer.py │ │ ├── mobilenet_v1.py │ │ ├── mobilenet_v2.py │ │ ├── mobilenet_v3.py │ │ ├── mobileone.py │ │ ├── mobilevit.py │ │ ├── mvit.py │ │ ├── poolformer.py │ │ ├── regnet.py │ │ ├── replknet.py │ │ ├── repmlp.py │ │ ├── repvgg.py │ │ ├── res2net.py │ │ ├── resnest.py │ │ ├── resnet.py │ │ ├── resnet_cifar.py │ │ ├── resnext.py │ │ ├── revvit.py │ │ ├── seresnet.py │ │ ├── seresnext.py │ │ ├── shufflenet_v1.py │ │ ├── shufflenet_v2.py │ │ ├── swin_transformer.py │ │ ├── swin_transformer_v2.py │ │ ├── t2t_vit.py │ │ ├── timm_backbone.py │ │ ├── tinyvit.py │ │ ├── tnt.py │ │ ├── twins.py │ │ ├── van.py │ │ ├── vgg.py │ │ ├── vig.py │ │ ├── vision_transformer.py │ │ └── xcit.py │ ├── builder.py │ ├── classifiers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── distiller.py │ │ ├── hugging_face.py │ │ ├── image.py │ │ └── timm.py │ ├── dis_losses │ │ ├── __init__.py │ │ ├── dkd.py │ │ ├── kd.py │ │ ├── mgd.py │ │ ├── nkd.py │ │ ├── srrl.py │ │ ├── uskd.py │ │ ├── vitkd.py │ │ └── wsld.py │ ├── heads │ │ ├── __init__.py │ │ ├── base_head.py │ │ ├── cls_head.py │ │ ├── conformer_head.py │ │ ├── deit_head.py │ │ ├── efficientformer_head.py │ │ ├── levit_head.py │ │ ├── linear_head.py │ │ ├── margin_head.py │ │ ├── multi_label_cls_head.py │ │ ├── multi_label_csra_head.py │ │ ├── multi_label_linear_head.py │ │ ├── multi_task_head.py │ │ ├── stacked_head.py │ │ ├── vig_head.py │ │ └── vision_transformer_head.py │ ├── losses │ │ ├── __init__.py │ │ ├── asymmetric_loss.py │ │ ├── cross_entropy_loss.py │ │ ├── focal_loss.py │ │ ├── label_smooth_loss.py │ │ ├── seesaw_loss.py │ │ └── utils.py │ ├── necks │ │ ├── __init__.py │ │ ├── gap.py │ │ ├── gem.py │ │ ├── hr_fuse.py │ │ └── reduction.py │ ├── retrievers │ │ ├── __init__.py │ │ ├── base.py │ │ └── image2image.py │ ├── tta │ │ ├── __init__.py │ │ └── score_tta.py │ └── utils │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── batch_augments │ │ ├── __init__.py │ │ ├── cutmix.py │ │ ├── mixup.py │ │ ├── resizemix.py │ │ └── wrapper.py │ │ ├── channel_shuffle.py │ │ ├── data_preprocessor.py │ │ ├── embed.py │ │ ├── helpers.py │ │ ├── inverted_residual.py │ │ ├── layer_scale.py │ │ ├── make_divisible.py │ │ ├── norm.py │ │ ├── position_encoding.py │ │ └── se_layer.py ├── registry.py ├── structures │ ├── __init__.py │ ├── cls_data_sample.py │ ├── multi_task_data_sample.py │ └── utils.py ├── utils │ ├── __init__.py │ ├── analyze.py │ ├── collect_env.py │ ├── progress.py │ └── setup_env.py ├── version.py └── visualization │ ├── __init__.py │ └── cls_visualizer.py ├── nkd.md ├── projects ├── README.md ├── example_project │ ├── README.md │ ├── configs │ │ └── examplenet_8xb32_in1k.py │ └── models │ │ ├── __init__.py │ │ └── example_net.py ├── fgia_accv2022_1st │ └── README.md └── ood_eval │ ├── README.md │ ├── config │ ├── vit_ood-eval_toy-example.py │ └── vit_ood-eval_toy-example_imagenet-c.py │ └── generate_imagenet_variant_annotation.py ├── pth_transfer.py ├── requirements.txt ├── requirements ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── resources └── mmcls-logo.png ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── data │ ├── color.jpg │ ├── dataset │ │ ├── a │ │ │ └── 1.JPG │ │ ├── ann.json │ │ ├── ann.txt │ │ ├── b │ │ │ ├── 2.jpeg │ │ │ └── subb │ │ │ │ └── 3.jpg │ │ ├── classes.txt │ │ ├── multi-task.json │ │ └── multi_label_ann.json │ ├── gray.jpg │ ├── meta.yml │ ├── retinanet.py │ └── test.logjson ├── test_apis │ ├── test_inference.py │ └── test_model.py ├── test_datasets │ ├── test_dataset_utils.py │ ├── test_datasets.py │ ├── test_samplers │ │ └── test_repeat_aug.py │ └── test_transforms │ │ ├── test_auto_augment.py │ │ ├── test_formatting.py │ │ └── test_processing.py ├── test_engine │ └── test_hooks │ │ ├── test_arcface_hooks.py │ │ ├── test_class_num_check_hook.py │ │ ├── test_ema_hook.py │ │ ├── test_precise_bn_hook.py │ │ ├── test_retrievers_hooks.py │ │ ├── test_switch_recipe_hook.py │ │ └── test_visualization_hook.py ├── test_evaluation │ └── test_metrics │ │ ├── test_corruption_error.py │ │ ├── test_metric_utils.py │ │ ├── test_multi_label.py │ │ ├── test_multi_task_metrics.py │ │ ├── test_retrieval.py │ │ ├── test_single_label.py │ │ └── test_voc_metrics.py ├── test_models │ ├── test_backbones │ │ ├── __init__.py │ │ ├── test_beit.py │ │ ├── test_conformer.py │ │ ├── test_convmixer.py │ │ ├── test_convnext.py │ │ ├── test_cspnet.py │ │ ├── test_davit.py │ │ ├── test_deit.py │ │ ├── test_deit3.py │ │ ├── test_densenet.py │ │ ├── test_edgenext.py │ │ ├── test_efficientformer.py │ │ ├── test_efficientnet.py │ │ ├── test_efficientnet_v2.py │ │ ├── test_hornet.py │ │ ├── test_hrnet.py │ │ ├── test_inception_v3.py │ │ ├── test_levit.py │ │ ├── test_mixmim.py │ │ ├── test_mlp_mixer.py │ │ ├── test_mobilenet_v2.py │ │ ├── test_mobilenet_v3.py │ │ ├── test_mobileone.py │ │ ├── test_mobilevit.py │ │ ├── test_mvit.py │ │ ├── test_poolformer.py │ │ ├── test_regnet.py │ │ ├── test_replknet.py │ │ ├── test_repmlp.py │ │ ├── test_repvgg.py │ │ ├── test_res2net.py │ │ ├── test_resnest.py │ │ ├── test_resnet.py │ │ ├── test_resnet_cifar.py │ │ ├── test_resnext.py │ │ ├── test_revvit.py │ │ ├── test_seresnet.py │ │ ├── test_seresnext.py │ │ ├── test_shufflenet_v1.py │ │ ├── test_shufflenet_v2.py │ │ ├── test_swin_transformer.py │ │ ├── test_swin_transformer_v2.py │ │ ├── test_t2t_vit.py │ │ ├── test_timm_backbone.py │ │ ├── test_tinyvit.py │ │ ├── test_tnt.py │ │ ├── test_twins.py │ │ ├── test_van.py │ │ ├── test_vgg.py │ │ ├── test_vision_transformer.py │ │ ├── test_xcit.py │ │ └── utils.py │ ├── test_classifiers.py │ ├── test_heads.py │ ├── test_losses.py │ ├── test_models.py │ ├── test_necks.py │ ├── test_retrievers.py │ ├── test_tta.py │ └── test_utils │ │ ├── test_attention.py │ │ ├── test_batch_augments.py │ │ ├── test_data_preprocessor.py │ │ ├── test_embed.py │ │ ├── test_inverted_residual.py │ │ ├── test_layer_scale.py │ │ ├── test_misc.py │ │ ├── test_norm.py │ │ ├── test_position_encoding.py │ │ └── test_se.py ├── test_structures │ ├── test_datasample.py │ └── test_utils.py ├── test_utils │ ├── test_analyze.py │ ├── test_setup_env.py │ └── test_version_utils.py └── test_visualizations │ └── test_visualizer.py ├── tools ├── analysis_tools │ ├── analyze_logs.py │ ├── analyze_results.py │ ├── confusion_matrix.py │ ├── eval_metric.py │ └── get_flops.py ├── dist_test.sh ├── dist_train.sh ├── kfold-cross-valid.py ├── misc │ ├── print_config.py │ └── verify_dataset.py ├── model_converters │ ├── clip_to_mmcls.py │ ├── convnext_to_mmcls.py │ ├── davit_to_mmcls.py │ ├── deit3_to_mmcls.py │ ├── edgenext_to_mmcls.py │ ├── efficientnet_to_mmcls.py │ ├── efficientnetv2_to_mmcls.py │ ├── eva_to_mmcls.py │ ├── hornet2mmcls.py │ ├── levit2mmcls.py │ 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