├── .idea ├── .gitignore ├── deployment.xml ├── dictionaries │ └── 2023.xml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── misc.xml ├── modules.xml ├── other.xml └── teeth_landmark.iml ├── README.md ├── ResearchReport.pdf ├── __pycache__ ├── component.cpython-37.pyc ├── component.cpython-38.pyc ├── dataset.cpython-37.pyc ├── dataset_cep.cpython-37.pyc ├── dataset_cep.cpython-38.pyc ├── model_cep.cpython-37.pyc └── model_cep.cpython-38.pyc ├── citation.txt ├── component.py ├── dataset.py ├── dataset_cep.py ├── incisor teeth ├── label │ ├── patient51_u_11.txt │ ├── patient51_u_12.txt │ ├── patient51_u_21.txt │ ├── patient51_u_22.txt │ ├── patient52_l_31.txt │ ├── patient52_l_32.txt │ ├── patient52_l_41.txt │ ├── patient52_l_42.txt │ ├── patient52_u_11.txt │ ├── patient52_u_12.txt │ ├── patient52_u_21.txt │ ├── patient52_u_22.txt │ ├── patient53_l_31.txt │ ├── patient53_l_32.txt │ ├── patient53_l_41.txt │ ├── patient53_l_42.txt │ ├── patient53_u_11.txt │ ├── patient53_u_12.txt │ ├── patient53_u_21.txt │ ├── patient53_u_22.txt │ ├── patient55_l_31.txt │ ├── patient55_l_32.txt │ ├── patient55_l_41.txt │ ├── patient55_l_42.txt │ ├── patient55_u_11.txt │ ├── patient55_u_12.txt │ ├── patient55_u_21.txt │ ├── patient55_u_22.txt │ ├── patient56_l_31.txt │ ├── patient56_l_32.txt │ ├── patient56_l_41.txt │ ├── patient56_l_42.txt │ ├── patient56_u_11.txt │ ├── patient56_u_12.txt │ ├── patient56_u_21.txt │ ├── patient56_u_22.txt │ ├── patient57_l_31.txt │ ├── patient57_l_32.txt │ ├── patient57_l_41.txt │ ├── patient57_l_42.txt │ ├── patient57_u_11.txt │ ├── patient57_u_12.txt │ ├── patient57_u_21.txt │ └── patient57_u_22.txt └── teeth │ └── Training_data │ ├── patient10_b_l_31.stl │ ├── patient10_b_l_32.stl │ ├── patient10_b_l_41.stl │ ├── patient10_b_l_42.stl │ ├── patient10_b_u_11.stl │ ├── patient10_b_u_12.stl │ ├── patient10_b_u_21.stl │ ├── patient10_b_u_22.stl │ ├── patient11_b_l_31.stl │ ├── patient11_b_l_32.stl │ ├── patient11_b_l_41.stl │ ├── patient11_b_l_42.stl │ ├── patient11_b_u_11.stl │ ├── patient11_b_u_12.stl │ ├── patient11_b_u_21.stl │ └── patient11_b_u_22.stl ├── le.py ├── model_cep.py ├── models ├── __pycache__ │ └── pointnet2.cpython-37.pyc ├── pointnet2.py └── pointnet2_cep.py ├── register.py ├── test.py ├── test_cep.py ├── timm ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── version.cpython-37.pyc │ └── version.cpython-38.pyc ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── auto_augment.cpython-37.pyc │ │ ├── auto_augment.cpython-38.pyc │ │ ├── config.cpython-37.pyc │ │ ├── config.cpython-38.pyc │ │ ├── constants.cpython-37.pyc │ │ ├── constants.cpython-38.pyc │ │ ├── dataset.cpython-37.pyc │ │ ├── dataset.cpython-38.pyc │ │ ├── dataset_factory.cpython-37.pyc │ │ ├── dataset_factory.cpython-38.pyc │ │ ├── dataset_info.cpython-37.pyc │ │ ├── dataset_info.cpython-38.pyc │ │ ├── distributed_sampler.cpython-37.pyc │ │ ├── distributed_sampler.cpython-38.pyc │ │ ├── imagenet_info.cpython-37.pyc │ │ ├── imagenet_info.cpython-38.pyc │ │ ├── loader.cpython-37.pyc │ │ ├── loader.cpython-38.pyc │ │ ├── mixup.cpython-37.pyc │ │ ├── mixup.cpython-38.pyc │ │ ├── random_erasing.cpython-37.pyc │ │ ├── random_erasing.cpython-38.pyc │ │ ├── real_labels.cpython-37.pyc │ │ ├── real_labels.cpython-38.pyc │ │ ├── transforms.cpython-37.pyc │ │ ├── transforms.cpython-38.pyc │ │ ├── transforms_factory.cpython-37.pyc │ │ └── transforms_factory.cpython-38.pyc │ ├── _info │ │ ├── imagenet12k_synsets.txt │ │ ├── imagenet21k_goog_synsets.txt │ │ ├── imagenet21k_goog_to_12k_indices.txt │ │ ├── imagenet21k_goog_to_22k_indices.txt │ │ ├── imagenet21k_miil_synsets.txt │ │ ├── imagenet21k_miil_w21_synsets.txt │ │ ├── imagenet22k_ms_synsets.txt │ │ ├── imagenet22k_ms_to_12k_indices.txt │ │ ├── imagenet22k_ms_to_22k_indices.txt │ │ ├── imagenet22k_synsets.txt │ │ ├── imagenet22k_to_12k_indices.txt │ │ ├── imagenet_a_indices.txt │ │ ├── imagenet_a_synsets.txt │ │ ├── imagenet_r_indices.txt │ │ ├── imagenet_r_synsets.txt │ │ ├── imagenet_real_labels.json │ │ ├── imagenet_synset_to_definition.txt │ │ ├── imagenet_synset_to_lemma.txt │ │ └── imagenet_synsets.txt │ ├── auto_augment.py │ ├── config.py │ ├── constants.py │ ├── dataset.py │ ├── dataset_factory.py │ ├── dataset_info.py │ ├── distributed_sampler.py │ ├── imagenet_info.py │ ├── loader.py │ ├── mixup.py │ ├── random_erasing.py │ ├── readers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── class_map.cpython-37.pyc │ │ │ ├── class_map.cpython-38.pyc │ │ │ ├── img_extensions.cpython-37.pyc │ │ │ ├── img_extensions.cpython-38.pyc │ │ │ ├── reader.cpython-37.pyc │ │ │ ├── reader.cpython-38.pyc │ │ │ ├── reader_factory.cpython-37.pyc │ │ │ ├── reader_factory.cpython-38.pyc │ │ │ ├── reader_image_folder.cpython-37.pyc │ │ │ ├── reader_image_folder.cpython-38.pyc │ │ │ ├── reader_image_in_tar.cpython-37.pyc │ │ │ └── reader_image_in_tar.cpython-38.pyc │ │ ├── class_map.py │ │ ├── img_extensions.py │ │ ├── reader.py │ │ ├── reader_factory.py │ │ ├── reader_hfds.py │ │ ├── reader_image_folder.py │ │ ├── reader_image_in_tar.py │ │ ├── reader_image_tar.py │ │ ├── reader_tfds.py │ │ ├── reader_wds.py │ │ └── shared_count.py │ ├── real_labels.py │ ├── tf_preprocessing.py │ ├── transforms.py │ └── transforms_factory.py ├── layers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── activations.cpython-37.pyc │ │ ├── activations.cpython-38.pyc │ │ ├── activations_jit.cpython-37.pyc │ │ ├── activations_jit.cpython-38.pyc │ │ ├── activations_me.cpython-37.pyc │ │ ├── activations_me.cpython-38.pyc │ │ ├── adaptive_avgmax_pool.cpython-37.pyc │ │ ├── adaptive_avgmax_pool.cpython-38.pyc │ │ ├── attention_pool2d.cpython-37.pyc │ │ ├── attention_pool2d.cpython-38.pyc │ │ ├── blur_pool.cpython-37.pyc │ │ ├── blur_pool.cpython-38.pyc │ │ ├── bottleneck_attn.cpython-37.pyc │ │ ├── bottleneck_attn.cpython-38.pyc │ │ ├── cbam.cpython-37.pyc │ │ ├── cbam.cpython-38.pyc │ │ ├── classifier.cpython-37.pyc │ │ ├── classifier.cpython-38.pyc │ │ ├── cond_conv2d.cpython-37.pyc │ │ ├── cond_conv2d.cpython-38.pyc │ │ ├── config.cpython-37.pyc │ │ ├── config.cpython-38.pyc │ │ ├── conv2d_same.cpython-37.pyc │ │ ├── conv2d_same.cpython-38.pyc │ │ ├── conv_bn_act.cpython-37.pyc │ │ ├── conv_bn_act.cpython-38.pyc │ │ ├── create_act.cpython-37.pyc │ │ ├── create_act.cpython-38.pyc │ │ ├── create_attn.cpython-37.pyc │ │ ├── create_attn.cpython-38.pyc │ │ ├── create_conv2d.cpython-37.pyc │ │ ├── create_conv2d.cpython-38.pyc │ │ ├── create_norm.cpython-37.pyc │ │ ├── create_norm.cpython-38.pyc │ │ ├── create_norm_act.cpython-37.pyc │ │ ├── create_norm_act.cpython-38.pyc │ │ ├── drop.cpython-37.pyc │ │ ├── drop.cpython-38.pyc │ │ ├── eca.cpython-37.pyc │ │ ├── eca.cpython-38.pyc │ │ ├── evo_norm.cpython-37.pyc │ │ ├── evo_norm.cpython-38.pyc │ │ ├── fast_norm.cpython-37.pyc │ │ ├── fast_norm.cpython-38.pyc │ │ ├── filter_response_norm.cpython-37.pyc │ │ ├── filter_response_norm.cpython-38.pyc │ │ ├── format.cpython-37.pyc │ │ ├── format.cpython-38.pyc │ │ ├── gather_excite.cpython-37.pyc │ │ ├── gather_excite.cpython-38.pyc │ │ ├── global_context.cpython-37.pyc │ │ ├── global_context.cpython-38.pyc │ │ ├── grn.cpython-37.pyc │ │ ├── grn.cpython-38.pyc │ │ ├── halo_attn.cpython-37.pyc │ │ ├── halo_attn.cpython-38.pyc │ │ ├── helpers.cpython-37.pyc │ │ ├── helpers.cpython-38.pyc │ │ ├── inplace_abn.cpython-37.pyc │ │ ├── inplace_abn.cpython-38.pyc │ │ ├── interpolate.cpython-37.pyc │ │ ├── interpolate.cpython-38.pyc │ │ ├── lambda_layer.cpython-37.pyc │ │ ├── lambda_layer.cpython-38.pyc │ │ ├── linear.cpython-37.pyc │ │ ├── linear.cpython-38.pyc │ │ ├── mixed_conv2d.cpython-37.pyc │ │ ├── mixed_conv2d.cpython-38.pyc │ │ ├── mlp.cpython-37.pyc │ │ ├── mlp.cpython-38.pyc │ │ ├── non_local_attn.cpython-37.pyc │ │ ├── non_local_attn.cpython-38.pyc │ │ ├── norm.cpython-37.pyc │ │ ├── norm.cpython-38.pyc │ │ ├── norm_act.cpython-37.pyc │ │ ├── norm_act.cpython-38.pyc │ │ ├── padding.cpython-37.pyc │ │ ├── padding.cpython-38.pyc │ │ ├── patch_dropout.cpython-37.pyc │ │ ├── patch_dropout.cpython-38.pyc │ │ ├── patch_embed.cpython-37.pyc │ │ ├── patch_embed.cpython-38.pyc │ │ ├── pool2d_same.cpython-37.pyc │ │ ├── pool2d_same.cpython-38.pyc │ │ ├── pos_embed.cpython-37.pyc │ │ ├── pos_embed.cpython-38.pyc │ │ ├── pos_embed_rel.cpython-37.pyc │ │ ├── pos_embed_rel.cpython-38.pyc │ │ ├── pos_embed_sincos.cpython-37.pyc │ │ ├── pos_embed_sincos.cpython-38.pyc │ │ ├── selective_kernel.cpython-37.pyc │ │ ├── selective_kernel.cpython-38.pyc │ │ ├── separable_conv.cpython-37.pyc │ │ ├── separable_conv.cpython-38.pyc │ │ ├── space_to_depth.cpython-37.pyc │ │ ├── space_to_depth.cpython-38.pyc │ │ ├── split_attn.cpython-37.pyc │ │ ├── split_attn.cpython-38.pyc │ │ ├── split_batchnorm.cpython-37.pyc │ │ ├── split_batchnorm.cpython-38.pyc │ │ ├── squeeze_excite.cpython-37.pyc │ │ ├── squeeze_excite.cpython-38.pyc │ │ ├── std_conv.cpython-37.pyc │ │ ├── std_conv.cpython-38.pyc │ │ ├── test_time_pool.cpython-37.pyc │ │ ├── test_time_pool.cpython-38.pyc │ │ ├── trace_utils.cpython-37.pyc │ │ ├── trace_utils.cpython-38.pyc │ │ ├── weight_init.cpython-37.pyc │ │ └── weight_init.cpython-38.pyc │ ├── activations.py │ ├── activations_jit.py │ ├── activations_me.py │ ├── adaptive_avgmax_pool.py │ ├── attention_pool2d.py │ ├── blur_pool.py │ ├── bottleneck_attn.py │ ├── cbam.py │ ├── classifier.py │ ├── cond_conv2d.py │ ├── config.py │ ├── conv2d_same.py │ ├── conv_bn_act.py │ ├── create_act.py │ ├── create_attn.py │ ├── create_conv2d.py │ ├── create_norm.py │ ├── create_norm_act.py │ ├── drop.py │ ├── eca.py │ ├── evo_norm.py │ ├── fast_norm.py │ ├── filter_response_norm.py │ ├── format.py │ ├── gather_excite.py │ ├── global_context.py │ ├── grn.py │ ├── halo_attn.py │ ├── helpers.py │ ├── inplace_abn.py │ ├── interpolate.py │ ├── lambda_layer.py │ ├── linear.py │ ├── median_pool.py │ ├── mixed_conv2d.py │ ├── ml_decoder.py │ ├── mlp.py │ ├── non_local_attn.py │ ├── norm.py │ ├── norm_act.py │ ├── padding.py │ ├── patch_dropout.py │ ├── patch_embed.py │ ├── pool2d_same.py │ ├── pos_embed.py │ ├── pos_embed_rel.py │ ├── pos_embed_sincos.py │ ├── selective_kernel.py │ ├── separable_conv.py │ ├── space_to_depth.py │ ├── split_attn.py │ ├── split_batchnorm.py │ ├── squeeze_excite.py │ ├── std_conv.py │ ├── test_time_pool.py │ ├── trace_utils.py │ └── weight_init.py ├── loss │ ├── __init__.py │ ├── asymmetric_loss.py │ ├── binary_cross_entropy.py │ ├── cross_entropy.py │ └── jsd.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── _builder.cpython-37.pyc │ │ ├── _builder.cpython-38.pyc │ │ ├── _efficientnet_blocks.cpython-37.pyc │ │ ├── _efficientnet_blocks.cpython-38.pyc │ │ ├── _efficientnet_builder.cpython-37.pyc │ │ ├── _efficientnet_builder.cpython-38.pyc │ │ ├── _factory.cpython-37.pyc │ │ ├── _factory.cpython-38.pyc │ │ ├── _features.cpython-37.pyc │ │ ├── _features.cpython-38.pyc │ │ ├── _features_fx.cpython-37.pyc │ │ ├── _features_fx.cpython-38.pyc │ │ ├── _helpers.cpython-37.pyc │ │ ├── _helpers.cpython-38.pyc │ │ ├── _hub.cpython-37.pyc │ │ ├── _hub.cpython-38.pyc │ │ ├── _manipulate.cpython-37.pyc │ │ ├── _manipulate.cpython-38.pyc │ │ ├── _pretrained.cpython-37.pyc │ │ ├── _pretrained.cpython-38.pyc │ │ ├── _prune.cpython-37.pyc │ │ ├── _prune.cpython-38.pyc │ │ ├── _registry.cpython-37.pyc │ │ ├── _registry.cpython-38.pyc │ │ ├── beit.cpython-37.pyc │ │ ├── beit.cpython-38.pyc │ │ ├── byoanet.cpython-37.pyc │ │ ├── byoanet.cpython-38.pyc │ │ ├── byobnet.cpython-37.pyc │ │ ├── byobnet.cpython-38.pyc │ │ ├── cait.cpython-37.pyc │ │ ├── cait.cpython-38.pyc │ │ ├── coat.cpython-37.pyc │ │ ├── coat.cpython-38.pyc │ │ ├── convit.cpython-37.pyc │ │ ├── convit.cpython-38.pyc │ │ ├── convmixer.cpython-37.pyc │ │ ├── convmixer.cpython-38.pyc │ │ ├── convnext.cpython-37.pyc │ │ ├── convnext.cpython-38.pyc │ │ ├── crossvit.cpython-37.pyc │ │ ├── crossvit.cpython-38.pyc │ │ ├── cspnet.cpython-37.pyc │ │ ├── cspnet.cpython-38.pyc │ │ ├── davit.cpython-37.pyc │ │ ├── davit.cpython-38.pyc │ │ ├── deit.cpython-37.pyc │ │ ├── deit.cpython-38.pyc │ │ ├── densenet.cpython-37.pyc │ │ ├── densenet.cpython-38.pyc │ │ ├── dla.cpython-37.pyc │ │ ├── dla.cpython-38.pyc │ │ ├── dpn.cpython-37.pyc │ │ ├── dpn.cpython-38.pyc │ │ ├── edgenext.cpython-37.pyc │ │ ├── edgenext.cpython-38.pyc │ │ ├── efficientformer.cpython-37.pyc │ │ ├── efficientformer.cpython-38.pyc │ │ ├── efficientformer_v2.cpython-37.pyc │ │ ├── efficientformer_v2.cpython-38.pyc │ │ ├── efficientnet.cpython-37.pyc │ │ ├── efficientnet.cpython-38.pyc │ │ ├── eva.cpython-37.pyc │ │ ├── eva.cpython-38.pyc │ │ ├── focalnet.cpython-37.pyc │ │ ├── focalnet.cpython-38.pyc │ │ ├── gcvit.cpython-37.pyc │ │ ├── gcvit.cpython-38.pyc │ │ ├── ghostnet.cpython-37.pyc │ │ ├── ghostnet.cpython-38.pyc │ │ ├── hardcorenas.cpython-37.pyc │ │ ├── hardcorenas.cpython-38.pyc │ │ ├── hrnet.cpython-37.pyc │ │ ├── hrnet.cpython-38.pyc │ │ ├── inception_resnet_v2.cpython-37.pyc │ │ ├── inception_resnet_v2.cpython-38.pyc │ │ ├── inception_v3.cpython-37.pyc │ │ ├── inception_v3.cpython-38.pyc │ │ ├── inception_v4.cpython-37.pyc │ │ ├── inception_v4.cpython-38.pyc │ │ ├── levit.cpython-37.pyc │ │ ├── levit.cpython-38.pyc │ │ ├── maxxvit.cpython-37.pyc │ │ ├── maxxvit.cpython-38.pyc │ │ ├── metaformer.cpython-37.pyc │ │ ├── metaformer.cpython-38.pyc │ │ ├── mlp_mixer.cpython-37.pyc │ │ ├── mlp_mixer.cpython-38.pyc │ │ ├── mobilenetv3.cpython-37.pyc │ │ ├── mobilenetv3.cpython-38.pyc │ │ ├── mobilevit.cpython-37.pyc │ │ ├── mobilevit.cpython-38.pyc │ │ ├── mvitv2.cpython-37.pyc │ │ ├── mvitv2.cpython-38.pyc │ │ ├── nasnet.cpython-37.pyc │ │ ├── nasnet.cpython-38.pyc │ │ ├── nest.cpython-37.pyc │ │ ├── nest.cpython-38.pyc │ │ ├── nfnet.cpython-37.pyc │ │ ├── nfnet.cpython-38.pyc │ │ ├── pit.cpython-37.pyc │ │ ├── pit.cpython-38.pyc │ │ ├── pnasnet.cpython-37.pyc │ │ ├── pnasnet.cpython-38.pyc │ │ ├── pvt_v2.cpython-37.pyc │ │ ├── pvt_v2.cpython-38.pyc │ │ ├── regnet.cpython-37.pyc │ │ ├── regnet.cpython-38.pyc │ │ ├── repvit.cpython-37.pyc │ │ ├── repvit.cpython-38.pyc │ │ ├── res2net.cpython-37.pyc │ │ ├── res2net.cpython-38.pyc │ │ ├── resnest.cpython-37.pyc │ │ ├── resnest.cpython-38.pyc │ │ ├── resnet.cpython-37.pyc │ │ ├── resnet.cpython-38.pyc │ │ ├── resnetv2.cpython-37.pyc │ │ ├── resnetv2.cpython-38.pyc │ │ ├── rexnet.cpython-37.pyc │ │ ├── rexnet.cpython-38.pyc │ │ ├── selecsls.cpython-37.pyc │ │ ├── selecsls.cpython-38.pyc │ │ ├── senet.cpython-37.pyc │ │ ├── senet.cpython-38.pyc │ │ ├── sequencer.cpython-37.pyc │ │ ├── sequencer.cpython-38.pyc │ │ ├── sknet.cpython-37.pyc │ │ ├── sknet.cpython-38.pyc │ │ ├── swin_transformer.cpython-37.pyc │ │ ├── swin_transformer.cpython-38.pyc │ │ ├── swin_transformer_v2.cpython-37.pyc │ │ ├── swin_transformer_v2.cpython-38.pyc │ │ ├── swin_transformer_v2_cr.cpython-37.pyc │ │ ├── swin_transformer_v2_cr.cpython-38.pyc │ │ ├── tnt.cpython-37.pyc │ │ ├── tnt.cpython-38.pyc │ │ ├── tresnet.cpython-37.pyc │ │ ├── tresnet.cpython-38.pyc │ │ ├── twins.cpython-37.pyc │ │ ├── twins.cpython-38.pyc │ │ ├── vgg.cpython-37.pyc │ │ ├── vgg.cpython-38.pyc │ │ ├── visformer.cpython-37.pyc │ │ ├── visformer.cpython-38.pyc │ │ ├── vision_transformer.cpython-37.pyc │ │ ├── vision_transformer.cpython-38.pyc │ │ ├── vision_transformer_hybrid.cpython-37.pyc │ │ ├── vision_transformer_hybrid.cpython-38.pyc │ │ ├── vision_transformer_relpos.cpython-37.pyc │ │ ├── vision_transformer_relpos.cpython-38.pyc │ │ ├── vision_transformer_sam.cpython-37.pyc │ │ ├── vision_transformer_sam.cpython-38.pyc │ │ ├── volo.cpython-37.pyc │ │ ├── volo.cpython-38.pyc │ │ ├── vovnet.cpython-37.pyc │ │ ├── vovnet.cpython-38.pyc │ │ ├── xception.cpython-37.pyc │ │ ├── xception.cpython-38.pyc │ │ ├── xception_aligned.cpython-37.pyc │ │ ├── xception_aligned.cpython-38.pyc │ │ ├── xcit.cpython-37.pyc │ │ └── xcit.cpython-38.pyc │ ├── _builder.py │ ├── _efficientnet_blocks.py │ ├── _efficientnet_builder.py │ ├── _factory.py │ ├── _features.py │ ├── _features_fx.py │ ├── _helpers.py │ ├── _hub.py │ ├── _manipulate.py │ ├── _pretrained.py │ ├── _prune.py │ ├── _pruned │ │ ├── ecaresnet101d_pruned.txt │ │ ├── ecaresnet50d_pruned.txt │ │ ├── efficientnet_b1_pruned.txt │ │ ├── efficientnet_b2_pruned.txt │ │ └── efficientnet_b3_pruned.txt │ ├── _registry.py │ ├── beit.py │ ├── byoanet.py │ ├── byobnet.py │ ├── cait.py │ ├── coat.py │ ├── convit.py │ ├── convmixer.py │ ├── convnext.py │ ├── crossvit.py │ ├── cspnet.py │ ├── davit.py │ ├── deit.py │ ├── densenet.py │ ├── dla.py │ ├── dpn.py │ ├── edgenext.py │ ├── efficientformer.py │ ├── efficientformer_v2.py │ ├── efficientnet.py │ ├── eva.py │ ├── factory.py │ ├── features.py │ ├── focalnet.py │ ├── fx_features.py │ ├── gcvit.py │ ├── ghostnet.py │ ├── hardcorenas.py │ ├── helpers.py │ ├── hrnet.py │ ├── hub.py │ ├── inception_resnet_v2.py │ ├── inception_v3.py │ ├── inception_v4.py │ ├── layers │ │ └── __init__.py │ ├── levit.py │ ├── maxxvit.py │ ├── metaformer.py │ ├── mlp_mixer.py │ ├── mobilenetv3.py │ ├── mobilevit.py │ ├── mvitv2.py │ ├── nasnet.py │ ├── nest.py │ ├── nfnet.py │ ├── pit.py │ ├── pnasnet.py │ ├── pvt_v2.py │ ├── registry.py │ ├── regnet.py │ ├── repvit.py │ ├── res2net.py │ ├── resnest.py │ ├── resnet.py │ ├── resnetv2.py │ ├── rexnet.py │ ├── selecsls.py │ ├── senet.py │ ├── sequencer.py │ ├── sknet.py │ ├── swin_transformer.py │ ├── swin_transformer_v2.py │ ├── swin_transformer_v2_cr.py │ ├── tnt.py │ ├── tresnet.py │ ├── twins.py │ ├── vgg.py │ ├── visformer.py │ ├── vision_transformer.py │ ├── vision_transformer_hybrid.py │ ├── vision_transformer_relpos.py │ ├── vision_transformer_sam.py │ ├── volo.py │ ├── vovnet.py │ ├── xception.py │ ├── xception_aligned.py │ └── xcit.py ├── optim │ ├── __init__.py │ ├── adabelief.py │ ├── adafactor.py │ ├── adahessian.py │ ├── adamp.py │ ├── adamw.py │ ├── adan.py │ ├── lamb.py │ ├── lars.py │ ├── lion.py │ ├── lookahead.py │ ├── madgrad.py │ ├── nadam.py │ ├── nadamw.py │ ├── nvnovograd.py │ ├── optim_factory.py │ ├── radam.py │ ├── rmsprop_tf.py │ └── sgdp.py ├── scheduler │ ├── __init__.py │ ├── cosine_lr.py │ ├── multistep_lr.py │ ├── plateau_lr.py │ ├── poly_lr.py │ ├── scheduler.py │ ├── scheduler_factory.py │ ├── step_lr.py │ └── tanh_lr.py ├── utils │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── agc.cpython-37.pyc │ │ ├── agc.cpython-38.pyc │ │ ├── checkpoint_saver.cpython-37.pyc │ │ ├── checkpoint_saver.cpython-38.pyc │ │ ├── clip_grad.cpython-37.pyc │ │ ├── clip_grad.cpython-38.pyc │ │ ├── cuda.cpython-37.pyc │ │ ├── cuda.cpython-38.pyc │ │ ├── decay_batch.cpython-37.pyc │ │ ├── decay_batch.cpython-38.pyc │ │ ├── distributed.cpython-37.pyc │ │ ├── distributed.cpython-38.pyc │ │ ├── jit.cpython-37.pyc │ │ ├── jit.cpython-38.pyc │ │ ├── log.cpython-37.pyc │ │ ├── log.cpython-38.pyc │ │ ├── metrics.cpython-37.pyc │ │ ├── metrics.cpython-38.pyc │ │ ├── misc.cpython-37.pyc │ │ ├── misc.cpython-38.pyc │ │ ├── model.cpython-37.pyc │ │ ├── model.cpython-38.pyc │ │ ├── model_ema.cpython-37.pyc │ │ ├── model_ema.cpython-38.pyc │ │ ├── random.cpython-37.pyc │ │ ├── random.cpython-38.pyc │ │ ├── summary.cpython-37.pyc │ │ └── summary.cpython-38.pyc │ ├── agc.py │ ├── checkpoint_saver.py │ ├── clip_grad.py │ ├── cuda.py │ ├── decay_batch.py │ ├── distributed.py │ ├── jit.py │ ├── log.py │ ├── metrics.py │ ├── misc.py │ ├── model.py │ ├── model_ema.py │ ├── onnx.py │ ├── random.py │ └── summary.py └── version.py ├── train.py ├── train_cep.py ├── vis_cep.py └── visualization_landmarks.py /.idea/.gitignore: 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