├── .gitignore ├── LICENSE ├── README.md ├── demo_gen_cues_train_labels.m ├── func_gencue_obj.m ├── requirements.txt ├── tttcls_google_gpc ├── TTT_dataset.py ├── TTT_loader.py ├── base │ ├── __init__.py │ ├── heads.py │ ├── initialization.py │ ├── model.py │ └── modules.py ├── data │ ├── datalist.txt │ ├── gpc │ │ └── img │ │ │ ├── 1.png │ │ │ ├── 10.png │ │ │ ├── 2.png │ │ │ ├── 3.png │ │ │ ├── 4.png │ │ │ ├── 5.png │ │ │ ├── 6.png │ │ │ ├── 7.png │ │ │ ├── 8.png │ │ │ └── 9.png │ ├── nongpc │ │ └── img │ │ │ ├── 1.png │ │ │ ├── 10.png │ │ │ ├── 2.png │ │ │ ├── 3.png │ │ │ ├── 4.png │ │ │ ├── 5.png │ │ │ ├── 6.png │ │ │ ├── 7.png │ │ │ ├── 8.png │ │ │ └── 9.png │ ├── test_list_0.6.txt │ ├── test_list_0.6_gpc_neg.txt │ ├── test_list_0.6_gpc_pos.txt │ ├── train_list_0.6.txt │ ├── train_list_0.6_gpc_neg.txt │ └── train_list_0.6_gpc_pos.txt ├── encoders │ ├── __init__.py │ ├── _base.py │ ├── _preprocessing.py │ ├── _utils.py │ ├── densenet.py │ ├── dpn.py │ ├── efficientnet.py │ ├── inceptionresnetv2.py │ ├── inceptionv4.py │ ├── mobilenet.py │ ├── resnet.py │ ├── senet.py │ ├── timm_efficientnet.py │ ├── timm_gernet.py │ ├── timm_mobilenetv3.py │ ├── timm_regnet.py │ ├── timm_regnet_cbam.py │ ├── timm_res2net.py │ ├── timm_resnest.py │ ├── timm_resnet.py │ ├── timm_sknet.py │ ├── timm_universal.py │ ├── vgg.py │ └── xception.py ├── generate_cam_balance.py ├── generate_unsupervised_segmentation_v1.py ├── generate_unsupervised_segmentation_v2.py ├── gradcam │ ├── __init__.py │ ├── ablation_cam.py │ ├── activations_and_gradients.py │ ├── base_cam.py │ ├── eigen_cam.py │ ├── eigen_grad_cam.py │ ├── fullgrad_cam.py │ ├── grad_cam.py │ ├── grad_cam_plusplus.py │ ├── guided_backprop.py │ ├── layer_cam.py │ ├── score_cam.py │ ├── utils │ │ ├── __init__.py │ │ ├── find_layers.py │ │ ├── image.py │ │ └── svd_on_activations.py │ └── xgrad_cam.py ├── metrics.py ├── model.py ├── qgis_download_google.py ├── requirements.txt ├── timm │ ├── __init__.py │ ├── data │ │ ├── __init__.py │ │ ├── auto_augment.py │ │ ├── config.py │ │ ├── constants.py │ │ ├── dataset.py │ │ ├── dataset_factory.py │ │ ├── distributed_sampler.py │ │ ├── loader.py │ │ ├── mixup.py │ │ ├── parsers │ │ │ ├── __init__.py │ │ │ ├── class_map.py │ │ │ ├── constants.py │ │ │ ├── parser.py │ │ │ ├── parser_factory.py │ │ │ ├── parser_image_folder.py │ │ │ ├── parser_image_in_tar.py │ │ │ ├── parser_image_tar.py │ │ │ └── parser_tfds.py │ │ ├── random_erasing.py │ │ ├── real_labels.py │ │ ├── tf_preprocessing.py │ │ ├── transforms.py │ │ └── transforms_factory.py │ ├── loss │ │ ├── __init__.py │ │ ├── asymmetric_loss.py │ │ ├── binary_cross_entropy.py │ │ ├── cross_entropy.py │ │ └── jsd.py │ ├── models │ │ ├── __init__.py │ │ ├── beit.py │ │ ├── byoanet.py │ │ ├── byobnet.py │ │ ├── cait.py │ │ ├── coat.py │ │ ├── convit.py │ │ ├── crossvit.py │ │ ├── cspnet.py │ │ ├── densenet.py │ │ ├── dla.py │ │ ├── dpn.py │ │ ├── efficientnet.py │ │ ├── efficientnet_blocks.py │ │ ├── efficientnet_builder.py │ │ ├── factory.py │ │ ├── features.py │ │ ├── ghostnet.py │ │ ├── gluon_resnet.py │ │ ├── gluon_xception.py │ │ ├── hardcorenas.py │ │ ├── helpers.py │ │ ├── hrnet.py │ │ ├── hub.py │ │ ├── inception_resnet_v2.py │ │ ├── inception_v3.py │ │ ├── inception_v4.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── 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_act.py │ │ │ ├── drop.py │ │ │ ├── eca.py │ │ │ ├── evo_norm.py │ │ │ ├── gather_excite.py │ │ │ ├── global_context.py │ │ │ ├── halo_attn.py │ │ │ ├── helpers.py │ │ │ ├── inplace_abn.py │ │ │ ├── lambda_layer.py │ │ │ ├── linear.py │ │ │ ├── median_pool.py │ │ │ ├── mixed_conv2d.py │ │ │ ├── mlp.py │ │ │ ├── non_local_attn.py │ │ │ ├── norm.py │ │ │ ├── norm_act.py │ │ │ ├── padding.py │ │ │ ├── patch_embed.py │ │ │ ├── pool2d_same.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 │ │ │ └── weight_init.py │ │ ├── levit.py │ │ ├── mlp_mixer.py │ │ ├── mobilenetv3.py │ │ ├── nasnet.py │ │ ├── nest.py │ │ ├── nfnet.py │ │ ├── pit.py │ │ ├── pnasnet.py │ │ ├── pruned │ │ │ ├── ecaresnet101d_pruned.txt │ │ │ ├── ecaresnet50d_pruned.txt │ │ │ ├── efficientnet_b1_pruned.txt │ │ │ ├── efficientnet_b2_pruned.txt │ │ │ └── efficientnet_b3_pruned.txt │ │ ├── registry.py │ │ ├── regnet.py │ │ ├── regnet_cbam.py │ │ ├── res2net.py │ │ ├── resnest.py │ │ ├── resnet.py │ │ ├── resnetv2.py │ │ ├── rexnet.py │ │ ├── selecsls.py │ │ ├── senet.py │ │ ├── sknet.py │ │ ├── swin_transformer.py │ │ ├── tnt.py │ │ ├── tresnet.py │ │ ├── twins.py │ │ ├── vgg.py │ │ ├── visformer.py │ │ ├── vision_transformer.py │ │ ├── vision_transformer_hybrid.py │ │ ├── vovnet.py │ │ ├── xception.py │ │ ├── xception_aligned.py │ │ └── xcit.py │ ├── optim │ │ ├── __init__.py │ │ ├── adabelief.py │ │ ├── adafactor.py │ │ ├── adahessian.py │ │ ├── adamp.py │ │ ├── adamw.py │ │ ├── lamb.py │ │ ├── lars.py │ │ ├── lookahead.py │ │ ├── madgrad.py │ │ ├── nadam.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 │ │ ├── agc.py │ │ ├── checkpoint_saver.py │ │ ├── clip_grad.py │ │ ├── cuda.py │ │ ├── distributed.py │ │ ├── jit.py │ │ ├── log.py │ │ ├── metrics.py │ │ ├── misc.py │ │ ├── model.py │ │ ├── model_ema.py │ │ ├── random.py │ │ └── summary.py │ └── version.py └── train_regent040_0.6_balance.py └── tttseg_google_gpc ├── DSRG ├── util_dsrg.py └── util_loss.py ├── IRN ├── dataloader.py ├── imutils.py ├── indexing.py ├── vgg16.py └── vgg16_irn.py ├── RRM ├── DenseCRFLoss.py └── DenseEnergyLoss.py ├── SEC └── util_loss.py ├── TTT_dataset.py ├── TTT_loader.py ├── losses_pytorch ├── ND_Crossentropy.py ├── README.md ├── boundary_loss.py ├── dice_loss.py ├── focal_loss.py ├── hausdorff.py ├── iou_loss.py ├── lovasz_loss.py └── ssim_loss.py ├── metrics.py ├── myloss.py ├── testvalid ├── gpc │ ├── img │ │ ├── 108.png │ │ ├── 117.png │ │ ├── 123.png │ │ ├── 128.png │ │ ├── 158.png │ │ ├── 171.png │ │ ├── 173.png │ │ ├── 47.png │ │ ├── 87.png │ │ └── 95.png │ └── lab │ │ ├── 108.png │ │ ├── 108_c.png │ │ ├── 117.png │ │ ├── 117_c.png │ │ ├── 123.png │ │ ├── 123_c.png │ │ ├── 128.png │ │ ├── 128_c.png │ │ ├── 158.png │ │ ├── 158_c.png │ │ ├── 171.png │ │ ├── 171_c.png │ │ 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