├── .DS_Store ├── LICENSE ├── README.md ├── eval ├── .DS_Store ├── ImageNet_probing │ ├── README.md │ ├── dinov2 │ │ ├── __init__.py │ │ ├── configs │ │ │ ├── __init__.py │ │ │ ├── eval │ │ │ │ ├── vitb14_pretrain.yaml │ │ │ │ ├── vitb14_reg4_pretrain.yaml │ │ │ │ ├── vitg14_pretrain.yaml │ │ │ │ ├── vitg14_reg4_pretrain.yaml │ │ │ │ ├── vitl14_pretrain.yaml │ │ │ │ ├── vitl14_reg4_pretrain.yaml │ │ │ │ ├── vits14_pretrain.yaml │ │ │ │ └── vits14_reg4_pretrain.yaml │ │ │ ├── ssl_default_config.yaml │ │ │ └── train │ │ │ │ ├── vitg14.yaml │ │ │ │ ├── vitl14.yaml │ │ │ │ └── vitl16_short.yaml │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── adapters.py │ │ │ ├── augmentations.py │ │ │ ├── collate.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── decoders.py │ │ │ │ ├── extended.py │ │ │ │ ├── image_net.py │ │ │ │ └── image_net_22k.py │ │ │ ├── loaders.py │ │ │ ├── masking.py │ │ │ ├── samplers.py │ │ │ └── transforms.py │ │ ├── distributed │ │ │ └── __init__.py │ │ ├── eval │ │ │ ├── __init__.py │ │ │ ├── depth │ │ │ │ ├── __init__.py │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbones │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── vision_transformer.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── decode_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── decode_head.py │ │ │ │ │ │ ├── dpt_head.py │ │ │ │ │ │ └── linear_head.py │ │ │ │ │ ├── depther │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base.py │ │ │ │ │ │ └── encoder_decoder.py │ │ │ │ │ └── losses │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── gradientloss.py │ │ │ │ │ │ └── sigloss.py │ │ │ │ └── ops │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── wrappers.py │ │ │ ├── knn.py │ │ │ ├── linear.py │ │ │ ├── linear_proteus.py │ │ │ ├── log_regression.py │ │ │ ├── metrics.py │ │ │ ├── segmentation │ │ │ │ ├── __init__.py │ │ │ │ ├── hooks │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── optimizer.py │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbones │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── vision_transformer.py │ │ │ │ │ └── decode_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── linear_head.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── colormaps.py │ │ │ ├── segmentation_m2f │ │ │ │ ├── __init__.py │ │ │ │ ├── core │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── anchor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ └── point_generator.py │ │ │ │ │ ├── box │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ └── samplers │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── base_sampler.py │ │ │ │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ │ │ │ ├── mask_sampling_result.py │ │ │ │ │ │ │ └── sampling_result.py │ │ │ │ │ └── utils │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── dist_utils.py │ │ │ │ │ │ └── misc.py │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbones │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── adapter_modules.py │ │ │ │ │ │ ├── drop_path.py │ │ │ │ │ │ ├── vit.py │ │ │ │ │ │ └── vit_adapter.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── decode_heads │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── mask2former_head.py │ │ │ │ │ ├── losses │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ │ │ ├── dice_loss.py │ │ │ │ │ │ └── match_costs.py │ │ │ │ │ ├── plugins │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── msdeformattn_pixel_decoder.py │ │ │ │ │ ├── segmentors │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── encoder_decoder_mask2former.py │ │ │ │ │ └── utils │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── assigner.py │ │ │ │ │ │ ├── point_sample.py │ │ │ │ │ │ ├── positional_encoding.py │ │ │ │ │ │ └── transformer.py │ │ │ │ └── ops │ │ │ │ │ └── modules │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── ms_deform_attn.py │ │ │ ├── setup.py │ │ │ └── utils.py │ │ ├── fsdp │ │ │ └── __init__.py │ │ ├── hub │ │ │ ├── __init__.py │ │ │ ├── backbones.py │ │ │ ├── classifiers.py │ │ │ ├── depth │ │ │ │ ├── __init__.py │ │ │ │ ├── decode_heads.py │ │ │ │ ├── encoder_decoder.py │ │ │ │ └── ops.py │ │ │ ├── depthers.py │ │ │ └── utils.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── block.py │ │ │ ├── dino_head.py │ │ │ ├── drop_path.py │ │ │ ├── layer_scale.py │ │ │ ├── mlp.py │ │ │ ├── patch_embed.py │ │ │ └── swiglu_ffn.py │ │ ├── logging │ │ │ ├── __init__.py │ │ │ └── helpers.py │ │ ├── loss │ │ │ ├── __init__.py │ │ │ ├── dino_clstoken_loss.py │ │ │ ├── ibot_patch_loss.py │ │ │ └── koleo_loss.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ └── vision_transformer.py │ │ ├── run │ │ │ ├── __init__.py │ │ │ ├── eval │ │ │ │ ├── knn.py │ │ │ │ ├── linear.py │ │ │ │ └── log_regression.py │ │ │ ├── submit.py │ │ │ └── train │ │ │ │ └── train.py │ │ ├── train │ │ │ ├── __init__.py │ │ │ ├── ssl_meta_arch.py │ │ │ └── train.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── cluster.py │ │ │ ├── config.py │ │ │ ├── dtype.py │ │ │ ├── param_groups.py │ │ │ └── utils.py │ └── run_probing.sh ├── dense_prediction │ ├── .DS_Store │ ├── README.md │ ├── configs │ │ ├── .DS_Store │ │ ├── _base_ │ │ │ ├── datasets │ │ │ │ ├── ade20k.py │ │ │ │ ├── ade20k_518.py │ │ │ │ ├── ade20k_640x640.py │ │ │ │ ├── nyu.py │ │ │ │ ├── nyu_512x512.py │ │ │ │ └── nyu_518x518.py │ │ │ ├── default_runtime.py │ │ │ ├── models │ │ │ │ ├── dpt_mae_depth.py │ │ │ │ ├── linear_mae_probing.py │ │ │ │ └── upernet_mae.py │ │ │ └── schedules │ │ │ │ ├── schedule_160k.py │ │ │ │ ├── schedule_20k.py │ │ │ │ ├── schedule_240k.py │ │ │ │ ├── schedule_25k.py │ │ │ │ ├── schedule_320k.py │ │ │ │ ├── schedule_40k.py │ │ │ │ ├── schedule_60k.py │ │ │ │ └── schedule_80k.py │ │ ├── dpt │ │ │ ├── .DS_Store │ │ │ ├── dpt_mae-b14_8xb2-160k_nyu-518x518_proteus.py │ │ │ ├── dpt_mae-l14_8xb2-160k_nyu-518x518_proteus.py │ │ │ ├── dpt_mae-s14_8xb2-160k_nyu-518x518_proteus.py │ │ │ ├── dpt_mae-s14_8xb2-160k_nyu-518x518_proteus_probing.py │ │ │ └── metafile.yaml │ │ └── mae │ │ │ ├── .DS_Store │ │ │ ├── mae-base_upernet_8xb2-amp-60k_ade20k-518x518_proteus.py │ │ │ ├── mae-large_upernet_8xb2-amp-160k_ade20k-518x518_proteus.py │ │ │ ├── mae-small_linear_8xb2-amp-60k_ade20k-518x518_proteus_probing.py │ │ │ ├── mae-small_upernet_8xb2-amp-60k_ade20k-518x518_proteus.py │ │ │ └── metafile.yaml │ ├── mmseg │ │ ├── .mim │ │ │ ├── configs │ │ │ │ ├── _base_ │ │ │ │ │ ├── datasets │ │ │ │ │ │ ├── ade20k.py │ │ │ │ │ │ ├── ade20k_518.py │ │ │ │ │ │ ├── ade20k_640x640.py │ │ │ │ │ │ ├── nyu.py │ │ │ │ │ │ ├── nyu_512x512.py │ │ │ │ │ │ └── nyu_518x518.py │ │ │ │ │ ├── default_runtime.py │ │ │ │ │ ├── models │ │ │ │ │ │ ├── dpt_mae_depth.py │ │ │ │ │ │ ├── linear_mae_probing.py │ │ │ │ │ │ └── upernet_mae.py │ │ │ │ │ └── schedules │ │ │ │ │ │ ├── schedule_160k.py │ │ │ │ │ │ ├── schedule_20k.py │ │ │ │ │ │ ├── schedule_240k.py │ │ │ │ │ │ ├── schedule_25k.py │ │ │ │ │ │ ├── schedule_320k.py │ │ │ │ │ │ ├── schedule_40k.py │ │ │ │ │ │ ├── schedule_60k.py │ │ │ │ │ │ └── schedule_80k.py │ │ │ │ ├── dpt │ │ │ │ │ ├── README.md │ │ │ │ │ ├── dpt_mae-b14_8xb2-160k_nyu-518x518_proteus.py │ │ │ │ │ ├── dpt_mae-l14_8xb2-160k_nyu-518x518_proteus.py │ │ │ │ │ ├── dpt_mae-s14_8xb2-160k_nyu-518x518_proteus.py │ │ │ │ │ ├── dpt_mae-s14_8xb2-160k_nyu-518x518_proteus_probing.py │ │ │ │ │ └── metafile.yaml │ │ │ │ └── mae │ │ │ │ │ ├── README.md │ │ │ │ │ ├── mae-base_upernet_8xb2-amp-60k_ade20k-518x518_proteus.py │ │ │ │ │ ├── mae-large_upernet_8xb2-amp-160k_ade20k-518x518_proteus.py │ │ │ │ │ ├── mae-small_linear_8xb2-amp-60k_ade20k-518x518_proteus_probing.py │ │ │ │ │ ├── mae-small_upernet_8xb2-amp-60k_ade20k-518x518_proteus.py │ │ │ │ │ └── metafile.yaml │ │ │ └── tools │ │ │ │ ├── analysis_tools │ │ │ │ ├── analyze_logs.py │ │ │ │ ├── benchmark.py │ │ │ │ ├── browse_dataset.py │ │ │ │ ├── confusion_matrix.py │ │ │ │ ├── get_flops.py │ │ │ │ └── visualization_cam.py │ │ │ │ ├── dataset_converters │ │ │ │ ├── chase_db1.py │ │ │ │ ├── cityscapes.py │ │ │ │ ├── coco_stuff10k.py │ │ │ │ ├── coco_stuff164k.py │ │ │ │ ├── drive.py │ │ │ │ ├── hrf.py │ │ │ │ ├── isaid.py │ │ │ │ ├── levircd.py │ │ │ │ ├── loveda.py │ │ │ │ ├── nyu.py │ │ │ │ ├── pascal_context.py │ │ │ │ ├── potsdam.py │ │ │ │ ├── refuge.py │ │ │ │ ├── stare.py │ │ │ │ ├── synapse.py │ │ │ │ ├── vaihingen.py │ │ │ │ └── voc_aug.py │ │ │ │ ├── deployment │ │ │ │ └── pytorch2torchscript.py │ │ │ │ ├── dist_test.sh │ │ │ │ ├── dist_train.sh │ │ │ │ ├── misc │ │ │ │ ├── browse_dataset.py │ │ │ │ ├── print_config.py │ │ │ │ └── publish_model.py │ │ │ │ ├── model_converters │ │ │ │ ├── beit2mmseg.py │ │ │ │ ├── mit2mmseg.py │ │ │ │ ├── proteus2mmseg.py │ │ │ │ ├── san2mmseg.py │ │ │ │ ├── stdc2mmseg.py │ │ │ │ ├── swin2mmseg.py │ │ │ │ ├── twins2mmseg.py │ │ │ │ ├── vit2mmseg.py │ │ │ │ └── vitjax2mmseg.py │ │ │ │ ├── slurm_test.sh │ │ │ │ ├── slurm_train.sh │ │ │ │ ├── test.py │ │ │ │ ├── torchserve │ │ │ │ ├── mmseg2torchserve.py │ │ │ │ ├── mmseg_handler.py │ │ │ │ └── test_torchserve.py │ │ │ │ ├── train.py │ │ │ │ └── train_fix.py │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── checkpoint.cpython-38.pyc │ │ │ └── version.cpython-38.pyc │ │ ├── apis │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── inference.cpython-38.pyc │ │ │ │ ├── mmseg_inferencer.cpython-38.pyc │ │ │ │ ├── remote_sense_inferencer.cpython-38.pyc │ │ │ │ └── utils.cpython-38.pyc │ │ │ ├── inference.py │ │ │ ├── mmseg_inferencer.py │ │ │ ├── remote_sense_inferencer.py │ │ │ └── utils.py │ │ ├── configs │ │ │ └── _base_ │ │ │ │ ├── datasets │ │ │ │ ├── loveda.py │ │ │ │ └── potsdam.py │ │ │ │ ├── default_runtime.py │ │ │ │ └── schedules │ │ │ │ ├── schedule_160k.py │ │ │ │ ├── schedule_20k.py │ │ │ │ ├── schedule_240k.py │ │ │ │ ├── schedule_25k.py │ │ │ │ ├── schedule_320k.py │ │ │ │ ├── schedule_40k.py │ │ │ │ └── schedule_80k.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── ade.cpython-38.pyc │ │ │ │ ├── basesegdataset.cpython-38.pyc │ │ │ │ ├── bdd100k.cpython-38.pyc │ │ │ │ ├── chase_db1.cpython-38.pyc │ │ │ │ ├── cityscapes.cpython-38.pyc │ │ │ │ ├── coco_stuff.cpython-38.pyc │ │ │ │ ├── dark_zurich.cpython-38.pyc │ │ │ │ ├── dataset_wrappers.cpython-38.pyc │ │ │ │ ├── decathlon.cpython-38.pyc │ │ │ │ ├── drive.cpython-38.pyc │ │ │ │ ├── dsdl.cpython-38.pyc │ │ │ │ ├── hrf.cpython-38.pyc │ │ │ │ ├── hsi_drive.cpython-38.pyc │ │ │ │ ├── isaid.cpython-38.pyc │ │ │ │ ├── isprs.cpython-38.pyc │ │ │ │ ├── levir.cpython-38.pyc │ │ │ │ ├── lip.cpython-38.pyc │ │ │ │ ├── loveda.cpython-38.pyc │ │ │ │ ├── mapillary.cpython-38.pyc │ │ │ │ ├── night_driving.cpython-38.pyc │ │ │ │ ├── nyu.cpython-38.pyc │ │ │ │ ├── pascal_context.cpython-38.pyc │ │ │ │ ├── potsdam.cpython-38.pyc │ │ │ │ ├── refuge.cpython-38.pyc │ │ │ │ ├── stare.cpython-38.pyc │ │ │ │ ├── synapse.cpython-38.pyc │ │ │ │ └── voc.cpython-38.pyc │ │ │ ├── ade.py │ │ │ ├── basesegdataset.py │ │ │ ├── nyu.py │ │ │ └── transforms │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── formatting.cpython-38.pyc │ │ │ │ ├── loading.cpython-38.pyc │ │ │ │ └── transforms.cpython-38.pyc │ │ │ │ ├── formatting.py │ │ │ │ ├── loading.py │ │ │ │ └── transforms.py │ │ ├── engine │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ ├── hooks │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── visualization_hook.cpython-38.pyc │ │ │ │ └── visualization_hook.py │ │ │ ├── optimizers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── force_default_constructor.cpython-38.pyc │ │ │ │ │ └── layer_decay_optimizer_constructor.cpython-38.pyc │ │ │ │ ├── force_default_constructor.py │ │ │ │ └── layer_decay_optimizer_constructor.py │ │ │ └── schedulers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── poly_ratio_scheduler.cpython-38.pyc │ │ │ │ └── poly_ratio_scheduler.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ └── metrics │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── citys_metric.cpython-38.pyc │ │ │ │ ├── depth_metric.cpython-38.pyc │ │ │ │ └── iou_metric.cpython-38.pyc │ │ │ │ ├── citys_metric.py │ │ │ │ ├── depth_metric.py │ │ │ │ └── iou_metric.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── builder.cpython-38.pyc │ │ │ │ └── data_preprocessor.cpython-38.pyc │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── base_assigner.cpython-38.pyc │ │ │ │ │ ├── hungarian_assigner.cpython-38.pyc │ │ │ │ │ └── match_cost.cpython-38.pyc │ │ │ │ ├── base_assigner.py │ │ │ │ ├── hungarian_assigner.py │ │ │ │ └── match_cost.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── beit.cpython-38.pyc │ │ │ │ │ ├── bisenetv1.cpython-38.pyc │ │ │ │ │ ├── bisenetv2.cpython-38.pyc │ │ │ │ │ ├── cgnet.cpython-38.pyc │ │ │ │ │ ├── ddrnet.cpython-38.pyc │ │ │ │ │ ├── deit.cpython-38.pyc │ │ │ │ │ ├── erfnet.cpython-38.pyc │ │ │ │ │ ├── fast_scnn.cpython-38.pyc │ │ │ │ │ ├── hrnet.cpython-38.pyc │ │ │ │ │ ├── icnet.cpython-38.pyc │ │ │ │ │ ├── mae.cpython-38.pyc │ │ │ │ │ ├── mae_clip.cpython-38.pyc │ │ │ │ │ ├── mae_clipv2.cpython-38.pyc │ │ │ │ │ ├── mae_clipv2_fix.cpython-38.pyc │ │ │ │ │ ├── mae_clipv3.cpython-38.pyc │ │ │ │ │ ├── mae_clipv3_fix.cpython-38.pyc │ │ │ │ │ ├── mae_distill.cpython-38.pyc │ │ │ │ │ ├── mae_fix.cpython-38.pyc │ │ │ │ │ ├── mit.cpython-38.pyc │ │ │ │ │ ├── mobilenet_v2.cpython-38.pyc │ │ │ │ │ ├── mobilenet_v3.cpython-38.pyc │ │ │ │ │ ├── mscan.cpython-38.pyc │ │ │ │ │ ├── pidnet.cpython-38.pyc │ │ │ │ │ ├── resnest.cpython-38.pyc │ │ │ │ │ ├── resnet.cpython-38.pyc │ │ │ │ │ ├── resnext.cpython-38.pyc │ │ │ │ │ ├── stdc.cpython-38.pyc │ │ │ │ │ ├── swin.cpython-38.pyc │ │ │ │ │ ├── timm_backbone.cpython-38.pyc │ │ │ │ │ ├── twins.cpython-38.pyc │ │ │ │ │ ├── unet.cpython-38.pyc │ │ │ │ │ ├── uniformer.cpython-38.pyc │ │ │ │ │ ├── uniformer_cross_fix.cpython-38.pyc │ │ │ │ │ ├── uniformer_official.cpython-38.pyc │ │ │ │ │ ├── vit.cpython-38.pyc │ │ │ │ │ └── vpd.cpython-38.pyc │ │ │ │ ├── beit.py │ │ │ │ ├── mae.py │ │ │ │ ├── mae_fix.py │ │ │ │ └── vit.py │ │ │ ├── builder.py │ │ │ ├── data_preprocessor.py │ │ │ ├── decode_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── ann_head.cpython-38.pyc │ │ │ │ │ ├── apc_head.cpython-38.pyc │ │ │ │ │ ├── aspp_head.cpython-38.pyc │ │ │ │ │ ├── cascade_decode_head.cpython-38.pyc │ │ │ │ │ ├── cc_head.cpython-38.pyc │ │ │ │ │ ├── da_head.cpython-38.pyc │ │ │ │ │ ├── ddr_head.cpython-38.pyc │ │ │ │ │ ├── decode_head.cpython-38.pyc │ │ │ │ │ ├── decode_head_depth.cpython-38.pyc │ │ │ │ │ ├── decode_head_wo_class.cpython-38.pyc │ │ │ │ │ ├── dm_head.cpython-38.pyc │ │ │ │ │ ├── dnl_head.cpython-38.pyc │ │ │ │ │ ├── dpt_head.cpython-38.pyc │ │ │ │ │ ├── dpt_head_depth.cpython-38.pyc │ │ │ │ │ ├── ema_head.cpython-38.pyc │ │ │ │ │ ├── enc_head.cpython-38.pyc │ │ │ │ │ ├── fcn_head.cpython-38.pyc │ │ │ │ │ ├── fpn_head.cpython-38.pyc │ │ │ │ │ ├── gc_head.cpython-38.pyc │ │ │ │ │ ├── ham_head.cpython-38.pyc │ │ │ │ │ ├── isa_head.cpython-38.pyc │ │ │ │ │ ├── knet_head.cpython-38.pyc │ │ │ │ │ ├── lraspp_head.cpython-38.pyc │ │ │ │ │ ├── mask2former_head.cpython-38.pyc │ │ │ │ │ ├── maskformer_head.cpython-38.pyc │ │ │ │ │ ├── nl_head.cpython-38.pyc │ │ │ │ │ ├── ocr_head.cpython-38.pyc │ │ │ │ │ ├── pid_head.cpython-38.pyc │ │ │ │ │ ├── point_head.cpython-38.pyc │ │ │ │ │ ├── psa_head.cpython-38.pyc │ │ │ │ │ ├── psp_head.cpython-38.pyc │ │ │ │ │ ├── san_head.cpython-38.pyc │ │ │ │ │ ├── segformer_head.cpython-38.pyc │ │ │ │ │ ├── segmenter_mask_head.cpython-38.pyc │ │ │ │ │ ├── sep_aspp_head.cpython-38.pyc │ │ │ │ │ ├── sep_fcn_head.cpython-38.pyc │ │ │ │ │ ├── setr_mla_head.cpython-38.pyc │ │ │ │ │ ├── setr_up_head.cpython-38.pyc │ │ │ │ │ ├── stdc_head.cpython-38.pyc │ │ │ │ │ ├── uper_head.cpython-38.pyc │ │ │ │ │ └── vpd_depth_head.cpython-38.pyc │ │ │ │ ├── decode_head.py │ │ │ │ ├── dpt_head.py │ │ │ │ ├── dpt_head_depth.py │ │ │ │ ├── fcn_head.py │ │ │ │ ├── psp_head.py │ │ │ │ └── uper_head.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── accuracy.cpython-38.pyc │ │ │ │ │ ├── boundary_loss.cpython-38.pyc │ │ │ │ │ ├── cross_entropy_loss.cpython-38.pyc │ │ │ │ │ ├── dice_loss.cpython-38.pyc │ │ │ │ │ ├── focal_loss.cpython-38.pyc │ │ │ │ │ ├── huasdorff_distance_loss.cpython-38.pyc │ │ │ │ │ ├── lovasz_loss.cpython-38.pyc │ │ │ │ │ ├── ohem_cross_entropy_loss.cpython-38.pyc │ │ │ │ │ ├── sigloss.cpython-38.pyc │ │ │ │ │ ├── silog_loss.cpython-38.pyc │ │ │ │ │ ├── tversky_loss.cpython-38.pyc │ │ │ │ │ └── utils.cpython-38.pyc │ │ │ │ ├── accuracy.py │ │ │ │ ├── boundary_loss.py │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ ├── dice_loss.py │ │ │ │ ├── focal_loss.py │ │ │ │ ├── huasdorff_distance_loss.py │ │ │ │ ├── kldiv_loss.py │ │ │ │ ├── lovasz_loss.py │ │ │ │ ├── ohem_cross_entropy_loss.py │ │ │ │ ├── sigloss.py │ │ │ │ ├── silog_loss.py │ │ │ │ ├── tversky_loss.py │ │ │ │ └── utils.py │ │ │ ├── necks │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── featurepyramid.cpython-38.pyc │ │ │ │ │ ├── fpn.cpython-38.pyc │ │ │ │ │ ├── ic_neck.cpython-38.pyc │ │ │ │ │ ├── jpu.cpython-38.pyc │ │ │ │ │ ├── mla_neck.cpython-38.pyc │ │ │ │ │ └── multilevel_neck.cpython-38.pyc │ │ │ │ └── featurepyramid.py │ │ │ ├── segmentors │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── base.cpython-38.pyc │ │ │ │ │ ├── cascade_encoder_decoder.cpython-38.pyc │ │ │ │ │ ├── depth_estimator.cpython-38.pyc │ │ │ │ │ ├── encoder_decoder.cpython-38.pyc │ │ │ │ │ ├── encoder_decoder_wo_class.cpython-38.pyc │ │ │ │ │ ├── multimodal_encoder_decoder.cpython-38.pyc │ │ │ │ │ └── seg_tta.cpython-38.pyc │ │ │ │ ├── base.py │ │ │ │ ├── cascade_encoder_decoder.py │ │ │ │ ├── depth_estimator.py │ │ │ │ ├── encoder_decoder.py │ │ │ │ ├── multimodal_encoder_decoder.py │ │ │ │ └── seg_tta.py │ │ │ ├── text_encoder │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── clip_text_encoder.cpython-38.pyc │ │ │ │ └── clip_text_encoder.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── basic_block.cpython-38.pyc │ │ │ │ ├── embed.cpython-38.pyc │ │ │ │ ├── encoding.cpython-38.pyc │ │ │ │ ├── inverted_residual.cpython-38.pyc │ │ │ │ ├── make_divisible.cpython-38.pyc │ │ │ │ ├── point_sample.cpython-38.pyc │ │ │ │ ├── ppm.cpython-38.pyc │ │ │ │ ├── res_layer.cpython-38.pyc │ │ │ │ ├── san_layers.cpython-38.pyc │ │ │ │ ├── se_layer.cpython-38.pyc │ │ │ │ ├── self_attention_block.cpython-38.pyc │ │ │ │ ├── shape_convert.cpython-38.pyc │ │ │ │ ├── up_conv_block.cpython-38.pyc │ │ │ │ └── wrappers.cpython-38.pyc │ │ │ │ ├── basic_block.py │ │ │ │ ├── embed.py │ │ │ │ ├── encoding.py │ │ │ │ ├── inverted_residual.py │ │ │ │ ├── make_divisible.py │ │ │ │ ├── point_sample.py │ │ │ │ ├── ppm.py │ │ │ │ ├── res_layer.py │ │ │ │ ├── san_layers.py │ │ │ │ ├── se_layer.py │ │ │ │ ├── self_attention_block.py │ │ │ │ ├── shape_convert.py │ │ │ │ ├── up_conv_block.py │ │ │ │ └── wrappers.py │ │ ├── registry │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── registry.cpython-38.pyc │ │ │ └── registry.py │ │ ├── structures │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── seg_data_sample.cpython-38.pyc │ │ │ ├── sampler │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── base_pixel_sampler.cpython-38.pyc │ │ │ │ │ ├── builder.cpython-38.pyc │ │ │ │ │ └── ohem_pixel_sampler.cpython-38.pyc │ │ │ │ ├── base_pixel_sampler.py │ │ │ │ ├── builder.py │ │ │ │ └── ohem_pixel_sampler.py │ │ │ └── seg_data_sample.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── class_names.cpython-38.pyc │ │ │ │ ├── collect_env.cpython-38.pyc │ │ │ │ ├── get_templates.cpython-38.pyc │ │ │ │ ├── io.cpython-38.pyc │ │ │ │ ├── mask_classification.cpython-38.pyc │ │ │ │ ├── misc.cpython-38.pyc │ │ │ │ ├── set_env.cpython-38.pyc │ │ │ │ ├── tokenizer.cpython-38.pyc │ │ │ │ └── typing_utils.cpython-38.pyc │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── class_names.py │ │ │ ├── collect_env.py │ │ │ ├── get_templates.py │ │ │ ├── io.py │ │ │ ├── mask_classification.py │ │ │ ├── misc.py │ │ │ ├── set_env.py │ │ │ ├── tokenizer.py │ │ │ └── typing_utils.py │ │ ├── version.py │ │ └── visualization │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ └── local_visualizer.cpython-38.pyc │ │ │ └── local_visualizer.py │ ├── prepare_ckpt.sh │ ├── requirements.txt │ ├── requirements │ │ ├── albu.txt │ │ ├── docs.txt │ │ ├── mminstall.txt │ │ ├── multimodal.txt │ │ ├── optional.txt │ │ ├── readthedocs.txt │ │ ├── runtime.txt │ │ └── tests.txt │ ├── run.sh │ ├── setup.cfg │ ├── setup.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_apis │ │ │ ├── test_inferencer.py │ │ │ ├── test_rs_inferencer.py │ │ │ └── utils.py │ │ ├── test_config.py │ │ ├── test_datasets │ │ │ ├── test_dataset.py │ │ │ ├── test_dataset_builder.py │ │ │ ├── test_formatting.py │ │ │ ├── test_loading.py │ │ │ ├── test_transform.py │ │ │ └── test_tta.py │ │ ├── test_digit_version.py │ │ ├── test_engine │ │ │ ├── test_layer_decay_optimizer_constructor.py │ │ │ ├── test_optimizer.py │ │ │ └── test_visualization_hook.py │ │ ├── test_evaluation │ │ │ └── test_metrics │ │ │ │ ├── test_citys_metric.py │ │ │ │ ├── test_depth_metric.py │ │ │ │ └── test_iou_metric.py │ │ ├── test_models │ │ │ ├── __init__.py │ │ │ ├── test_assigners │ │ │ │ └── test_hungarian_assigner.py │ │ │ ├── test_backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── test_beit.py │ │ │ │ ├── test_bisenetv1.py │ │ │ │ ├── test_bisenetv2.py │ │ │ │ ├── test_blocks.py │ │ │ │ ├── test_cgnet.py │ │ │ │ ├── test_clip_text_encoder.py │ │ │ │ ├── test_erfnet.py │ │ │ │ ├── test_fast_scnn.py │ │ │ │ ├── test_hrnet.py │ │ │ │ ├── test_icnet.py │ │ │ │ ├── test_mae.py │ │ │ │ ├── test_mit.py │ │ │ │ ├── test_mobilenet_v3.py │ │ │ │ ├── test_mscan.py │ │ │ │ ├── test_pidnet.py │ │ │ │ ├── test_resnest.py │ │ │ │ ├── test_resnet.py │ │ │ │ ├── test_resnext.py │ │ │ │ ├── test_stdc.py │ │ │ │ ├── test_swin.py │ │ │ │ ├── test_timm_backbone.py │ │ │ │ ├── test_twins.py │ │ │ │ ├── test_unet.py │ │ │ │ ├── test_vit.py │ │ │ │ ├── test_vpd.py │ │ │ │ └── utils.py │ │ │ ├── test_data_preprocessor.py │ │ │ ├── test_forward.py │ │ │ ├── test_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── test_ann_head.py │ │ │ │ ├── test_apc_head.py │ │ │ │ ├── test_aspp_head.py │ │ │ │ ├── test_cc_head.py │ │ │ │ ├── test_decode_head.py │ │ │ │ ├── test_dm_head.py │ │ │ │ ├── test_dnl_head.py │ │ │ │ ├── test_dpt_head.py │ │ │ │ ├── test_ema_head.py │ │ │ │ ├── test_fcn_head.py │ │ │ │ ├── test_gc_head.py │ │ │ │ ├── test_ham_head.py │ │ │ │ ├── test_isa_head.py │ │ │ │ ├── test_lraspp_head.py │ │ │ │ ├── test_mask2former_head.py │ │ │ │ ├── test_maskformer_head.py │ │ │ │ ├── test_nl_head.py │ │ │ │ ├── test_ocr_head.py │ │ │ │ ├── test_pidnet_head.py │ │ │ │ ├── test_psa_head.py │ │ │ │ ├── test_psp_head.py │ │ │ │ ├── test_san_head.py │ │ │ │ ├── test_segformer_head.py │ │ │ │ ├── test_segmenter_mask_head.py │ │ │ │ ├── test_setr_mla_head.py │ │ │ │ ├── test_setr_up_head.py │ │ │ │ ├── test_uper_head.py │ │ │ │ ├── test_vpd_depth_head.py │ │ │ │ └── utils.py │ │ │ ├── test_losses │ │ │ │ ├── test_cross_entropy_loss.py │ │ │ │ ├── test_dice_loss.py │ │ │ │ ├── test_huasdorff_distance_loss.py │ │ │ │ ├── test_kldiv_loss.py │ │ │ │ ├── test_silog_loss.py │ │ │ │ └── test_tversky_loss.py │ │ │ ├── test_necks │ │ │ │ ├── __init__.py │ │ │ │ ├── test_feature2pyramid.py │ │ │ │ ├── test_fpn.py │ │ │ │ ├── test_ic_neck.py │ │ │ │ ├── test_jpu.py │ │ │ │ ├── test_mla_neck.py │ │ │ │ └── test_multilevel_neck.py │ │ │ ├── test_segmentors │ │ │ │ ├── __init__.py │ │ │ │ ├── test_cascade_encoder_decoder.py │ │ │ │ ├── test_depth_estimator.py │ │ │ │ ├── test_encoder_decoder.py │ │ │ │ ├── test_multimodal_encoder_decoder.py │ │ │ │ ├── test_seg_tta_model.py │ │ │ │ └── utils.py │ │ │ └── test_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── test_embed.py │ │ │ │ └── test_shape_convert.py │ │ ├── test_sampler.py │ │ ├── test_structures │ │ │ └── test_seg_data_sample.py │ │ ├── test_utils │ │ │ ├── test_io.py │ │ │ └── test_set_env.py │ │ └── test_visualization │ │ │ └── test_local_visualizer.py │ └── tools │ │ ├── analysis_tools │ │ ├── analyze_logs.py │ │ ├── benchmark.py │ │ ├── browse_dataset.py │ │ ├── confusion_matrix.py │ │ ├── get_flops.py │ │ └── visualization_cam.py │ │ ├── dataset_converters │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── coco_stuff10k.py │ │ ├── coco_stuff164k.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── isaid.py │ │ ├── levircd.py │ │ ├── loveda.py │ │ ├── nyu.py │ │ ├── pascal_context.py │ │ ├── potsdam.py │ │ ├── refuge.py │ │ ├── stare.py │ │ ├── synapse.py │ │ ├── vaihingen.py │ │ └── voc_aug.py │ │ ├── deployment │ │ └── pytorch2torchscript.py │ │ ├── dist_test.sh │ │ ├── dist_train.sh │ │ ├── misc │ │ ├── browse_dataset.py │ │ ├── print_config.py │ │ └── publish_model.py │ │ ├── model_converters │ │ ├── beit2mmseg.py │ │ ├── mit2mmseg.py │ │ ├── proteus2mmseg.py │ │ ├── san2mmseg.py │ │ ├── stdc2mmseg.py │ │ ├── swin2mmseg.py │ │ ├── twins2mmseg.py │ │ ├── vit2mmseg.py │ │ └── vitjax2mmseg.py │ │ ├── slurm_test.sh │ │ ├── slurm_train.sh │ │ ├── test.py │ │ ├── torchserve │ │ ├── mmseg2torchserve.py │ │ ├── mmseg_handler.py │ │ └── test_torchserve.py │ │ ├── train.py │ │ └── train_fix.py └── fine_grained │ ├── README.md │ ├── downstreams │ ├── caltech101.py │ ├── cub.py │ ├── eurosat.py │ ├── sun397.py │ └── voc2007.py │ ├── main_downstream_linear_dinov2.py │ ├── models_dinov2.py │ └── run_all_datasets.sh ├── fig ├── .DS_Store ├── deit.png ├── dino_bl.png ├── dino_s.png ├── general.png ├── less.png ├── proxy_dataset.png ├── resized_logo.png ├── teaser.png └── visual.png └── pretrain ├── README.md ├── __pycache__ ├── augmentations.cpython-39.pyc ├── datasets.cpython-39.pyc ├── losses_hint.cpython-39.pyc ├── models_clip.cpython-39.pyc ├── models_dinov2.cpython-39.pyc ├── models_proteus_clip.cpython-39.pyc ├── models_proteus_dinov2.cpython-39.pyc ├── models_proteus_synclr.cpython-39.pyc ├── models_synclr.cpython-39.pyc ├── samplers.cpython-39.pyc └── utils.cpython-39.pyc ├── augmentations.py ├── 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