├── README.md ├── configs ├── _base_ │ ├── datasets │ │ ├── ade20k.py │ │ ├── ade20k_640x640_repeat.py │ │ ├── ade20k_640x640_repeat_ms.py │ │ ├── ade20k_repeat.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── cityscapes_1024x1024.py │ │ ├── cityscapes_768x768.py │ │ ├── cityscapes_768x768_repeat.py │ │ ├── cityscapes_769x769.py │ │ ├── cityscapes_832x832.py │ │ ├── coco-stuff10k.py │ │ ├── coco-stuff10k_repeat.py │ │ ├── coco-stuff164k.py │ │ ├── coco-stuff164k_512x512_repeat_ms.py │ │ ├── coco-stuff164k_640x640_repeat_ms.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── loveda.py │ │ ├── pascal_context.py │ │ ├── pascal_context_59.py │ │ ├── pascal_context_59_repeat.py │ │ ├── pascal_context_59_repeat_ms.py │ │ ├── pascal_voc12.py │ │ ├── pascal_voc12_aug.py │ │ └── stare.py │ ├── default_runtime.py │ ├── models │ │ ├── mask2former_beit.py │ │ ├── mask2former_beit_cityscapes.py │ │ ├── mask2former_beit_cocostuff.py │ │ ├── mask2former_beit_pascal.py │ │ ├── mask2former_eva2.py │ │ ├── mask2former_eva2_cocostuff.py │ │ ├── mask2former_eva2_pascal.py │ │ └── mask2former_vit.py │ └── schedules │ │ ├── schedule_160k.py │ │ ├── schedule_160k_adamw_fine_decay.py │ │ ├── schedule_20k.py │ │ ├── schedule_320k.py │ │ ├── schedule_40k.py │ │ ├── schedule_80k.py │ │ └── schedule_80k_adamw_fine_decay.py ├── ade │ ├── mask2former_beit_base_decoder9_msdeform1slim_640_80k_ade20k_ss.py │ ├── mask2former_beit_base_parallel_separate_slim_640_80k_ade20k_ss.py │ ├── mask2former_beit_large_decoder6_msdeform1slim_640_80k_ade20k_ss.py │ ├── mask2former_beit_large_parallel_separate_slim_640_80k_ade20k_ss.py │ ├── mask2former_beitv2_base_decoder9_msdeform1slim_512_80k_ade20k_ss.py │ ├── mask2former_beitv2_large_decoder6_msdeform1slim_640_80k_ade20k_ss.py │ ├── mask2former_beitv2_large_decoder9_msdeform1slim_512_80k_ade20k_ss.py │ ├── mask2former_eva2_large_decoder6_msdeform1slim_640_80k_ade20k_ss.py │ ├── mask2former_eva2_large_parallel_separate_slim_640_80k_ade20k_ss.py │ ├── mask2former_vit_large_decoder6_msdeform1slim_640_80k_ade20k_ss.py │ └── mask2former_vit_large_parallel_separate_slim_640_80k_ade20k_ss.py ├── city │ ├── mask2former_beit_base_decoder9_msdeform1slim_768_80k_cityscapes_ss.py │ └── mask2former_beit_base_parallel_separate_slim_768_80k_cityscapes_ss.py ├── coco10k │ ├── mask2former_beit_base_decoder9_msdeform1slim_512_20k_coco10_ss.py │ ├── mask2former_beit_base_parallel_separate_slim_512_20k_coco10_ss.py │ ├── mask2former_beit_large_decoder9_msdeform1slim_512_20k_coco10_ss.py │ ├── mask2former_beit_large_parallel_separate_slim_512_20k_coco10_ss.py │ └── mask2former_beitv2_large_decoder9_msdeform1slim_512_20k_coco10_ss.py ├── coco164k │ ├── mask2former_beit_large_decoder9_msdeform1slim_640_80k_coco164_ss.py │ ├── mask2former_beit_large_parallel_separate_slim_640_80k_coco164_ss.py │ ├── mask2former_eva2_large_decoder9_msdeform1slim_640_120k_coco164_ss.py │ └── mask2former_eva2_large_parallel_separate_slim_640_80k_coco164_ss.py └── pascal │ ├── mask2former_beit_base_decoder9_msdeform1slim_480_20k_pascal_ss.py │ ├── mask2former_beit_base_parallel_separate_slim_480_20k_pascal_ss.py │ ├── mask2former_beit_large_decoder9_msdeform1slim_480_20k_pascal_ss.py │ ├── mask2former_beit_large_parallel_separate_slim_480_20k_pascal_ss.py │ ├── mask2former_beitv2_large_decoder9_msdeform1slim_480_20k_pascal_ss.py │ ├── mask2former_eva2_large_decoder9_msdeform1slim_480_20k_pascal_ss.py │ └── mask2former_eva2_large_parallel_separate_slim_480_20k_pascal_ss.py ├── mmseg ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-39.pyc │ ├── version.cpython-37.pyc │ └── version.cpython-39.pyc ├── apis │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── inference.cpython-37.pyc │ │ ├── inference.cpython-39.pyc │ │ ├── test.cpython-39.pyc │ │ └── train.cpython-39.pyc │ ├── inference.py │ ├── test.py │ └── train.py ├── core │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── builder.cpython-37.pyc │ │ └── builder.cpython-39.pyc │ ├── anchor │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── builder.cpython-37.pyc │ │ │ ├── builder.cpython-39.pyc │ │ │ ├── point_generator.cpython-37.pyc │ │ │ └── point_generator.cpython-39.pyc │ │ ├── builder.py │ │ └── point_generator.py │ ├── box │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── builder.cpython-37.pyc │ │ │ └── builder.cpython-39.pyc │ │ ├── builder.py │ │ └── samplers │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── base_sampler.cpython-37.pyc │ │ │ ├── base_sampler.cpython-39.pyc │ │ │ ├── mask_pseudo_sampler.cpython-37.pyc │ │ │ ├── mask_pseudo_sampler.cpython-39.pyc │ │ │ ├── mask_sampling_result.cpython-39.pyc │ │ │ ├── sampling_result.cpython-37.pyc │ │ │ └── sampling_result.cpython-39.pyc │ │ │ ├── base_sampler.py │ │ │ ├── mask_pseudo_sampler.py │ │ │ ├── mask_sampling_result.py │ │ │ └── sampling_result.py │ ├── builder.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── class_names.cpython-37.pyc │ │ │ ├── class_names.cpython-39.pyc │ │ │ ├── eval_hooks.cpython-37.pyc │ │ │ ├── eval_hooks.cpython-39.pyc │ │ │ ├── metrics.cpython-37.pyc │ │ │ ├── metrics.cpython-39.pyc │ │ │ ├── panoptic_utils.cpython-37.pyc │ │ │ └── panoptic_utils.cpython-39.pyc │ │ ├── class_names.py │ │ ├── eval_hooks.py │ │ ├── metrics.py │ │ └── panoptic_utils.py │ ├── mask │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ └── utils.cpython-39.pyc │ │ └── utils.py │ ├── optimizers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── layer_decay_optimizer_constructor.cpython-37.pyc │ │ │ └── layer_decay_optimizer_constructor.cpython-39.pyc │ │ └── layer_decay_optimizer_constructor.py │ ├── seg │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── builder.cpython-37.pyc │ │ │ └── builder.cpython-39.pyc │ │ ├── builder.py │ │ └── sampler │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── base_pixel_sampler.cpython-37.pyc │ │ │ ├── base_pixel_sampler.cpython-39.pyc │ │ │ ├── ohem_pixel_sampler.cpython-37.pyc │ │ │ └── ohem_pixel_sampler.cpython-39.pyc │ │ │ ├── base_pixel_sampler.py │ │ │ └── ohem_pixel_sampler.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── dist_utils.cpython-37.pyc │ │ ├── dist_utils.cpython-39.pyc │ │ ├── misc.cpython-37.pyc │ │ └── misc.cpython-39.pyc │ │ ├── dist_utils.py │ │ └── misc.py ├── datasets │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── ade.cpython-37.pyc │ │ ├── ade.cpython-39.pyc │ │ ├── builder.cpython-37.pyc │ │ ├── builder.cpython-39.pyc │ │ ├── chase_db1.cpython-39.pyc │ │ ├── cityscapes.cpython-39.pyc │ │ ├── coco_stuff.cpython-39.pyc │ │ ├── custom.cpython-37.pyc │ │ ├── custom.cpython-39.pyc │ │ ├── dark_zurich.cpython-39.pyc │ │ ├── dataset_wrappers.cpython-39.pyc │ │ ├── drive.cpython-39.pyc │ │ ├── hrf.cpython-39.pyc │ │ ├── loveda.cpython-39.pyc │ │ ├── night_driving.cpython-39.pyc │ │ ├── pascal_context.cpython-39.pyc │ │ ├── stare.cpython-39.pyc │ │ └── voc.cpython-39.pyc │ ├── ade.py │ ├── builder.py │ ├── chase_db1.py │ ├── cityscapes.py │ ├── coco_stuff.py │ ├── custom.py │ ├── dark_zurich.py │ ├── dataset_wrappers.py │ ├── drive.py │ ├── hrf.py │ ├── loveda.py │ ├── night_driving.py │ ├── pascal_context.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── compose.cpython-39.pyc │ │ │ ├── formatting.cpython-39.pyc │ │ │ ├── loading.cpython-39.pyc │ │ │ ├── test_time_aug.cpython-39.pyc │ │ │ └── transforms.cpython-39.pyc │ │ ├── compose.py │ │ ├── formating.py │ │ ├── formatting.py │ │ ├── loading.py │ │ ├── test_time_aug.py │ │ └── transforms.py │ ├── stare.py │ └── voc.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-39.pyc │ │ └── builder.cpython-39.pyc │ ├── backbones │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── beit.cpython-39.pyc │ │ │ └── vit.cpython-39.pyc │ │ ├── beit.py │ │ ├── eva2.py │ │ └── vit.py │ ├── builder.py │ ├── decode_heads │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── decode_head.cpython-39.pyc │ │ │ ├── mask2former_head.cpython-39.pyc │ │ │ └── mask2former_lite_parallel_separate_slim_head.cpython-39.pyc │ │ ├── decode_head.py │ │ ├── mask2former_head.py │ │ └── mask2former_lite_parallel_separate_slim_head.py │ ├── losses │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── accuracy.cpython-39.pyc │ │ │ ├── atm_loss.cpython-39.pyc │ │ │ ├── criterion.cpython-39.pyc │ │ │ ├── cross_entropy_loss.cpython-39.pyc │ │ │ ├── dice_loss.cpython-39.pyc │ │ │ ├── focal_loss.cpython-39.pyc │ │ │ ├── lovasz_loss.cpython-39.pyc │ │ │ ├── match_costs.cpython-39.pyc │ │ │ ├── misc.cpython-39.pyc │ │ │ └── utils.cpython-39.pyc │ │ ├── accuracy.py │ │ ├── atm_loss.py │ │ ├── criterion.py │ │ ├── cross_entropy_loss.py │ │ ├── cross_entropy_loss_original.py │ │ ├── dice_loss.py │ │ ├── dice_loss_original.py │ │ ├── focal_loss.py │ │ ├── focal_loss_original.py │ │ ├── lovasz_loss.py │ │ ├── match_costs.py │ │ ├── match_loss.py │ │ ├── misc.py │ │ └── utils.py │ ├── necks │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── featurepyramid.cpython-39.pyc │ │ │ ├── fpn.cpython-39.pyc │ │ │ ├── ic_neck.cpython-39.pyc │ │ │ ├── jpu.cpython-39.pyc │ │ │ ├── mla_neck.cpython-39.pyc │ │ │ └── multilevel_neck.cpython-39.pyc │ │ ├── featurepyramid.py │ │ ├── fpn.py │ │ ├── ic_neck.py │ │ ├── jpu.py │ │ ├── mla_neck.py │ │ └── multilevel_neck.py │ ├── plugins │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── msdeformattn_pixel_decoder.cpython-39.pyc │ │ │ ├── msdeformattn_pixel_decoder_singlescale.cpython-39.pyc │ │ │ └── pixel_decoder.cpython-39.pyc │ │ ├── msdeformattn_pixel_decoder.py │ │ └── pixel_decoder.py │ ├── segmentors │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── base.cpython-39.pyc │ │ │ ├── cascade_encoder_decoder.cpython-39.pyc │ │ │ ├── encoder_decoder.cpython-39.pyc │ │ │ ├── encoder_decoder_mask2former.cpython-39.pyc │ │ │ └── encoder_decoder_mask2former_aug.cpython-39.pyc │ │ ├── base.py │ │ ├── encoder_decoder_mask2former.py │ │ └── encoder_decoder_mask2former_aug.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-39.pyc │ │ ├── assigner.cpython-39.pyc │ │ ├── embed.cpython-39.pyc │ │ ├── inverted_residual.cpython-39.pyc │ │ ├── make_divisible.cpython-39.pyc │ │ ├── point_sample.cpython-39.pyc │ │ ├── positional_encoding.cpython-39.pyc │ │ ├── res_layer.cpython-39.pyc │ │ ├── se_layer.cpython-39.pyc │ │ ├── self_attention_block.cpython-39.pyc │ │ ├── shape_convert.cpython-39.pyc │ │ ├── transformer.cpython-39.pyc │ │ └── up_conv_block.cpython-39.pyc │ │ ├── assigner.py │ │ ├── embed.py │ │ ├── embed_original.py │ │ ├── inverted_residual.py │ │ ├── make_divisible.py │ │ ├── point_sample.py │ │ ├── positional_encoding.py │ │ ├── res_layer.py │ │ ├── se_layer.py │ │ ├── self_attention_block.py │ │ ├── shape_convert.py │ │ ├── transformer.py │ │ └── up_conv_block.py ├── ops │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-39.pyc │ │ ├── encoding.cpython-39.pyc │ │ └── wrappers.cpython-39.pyc │ ├── encoding.py │ └── wrappers.py ├── utils │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── collect_env.cpython-37.pyc │ │ ├── collect_env.cpython-39.pyc │ │ ├── logger.cpython-37.pyc │ │ └── logger.cpython-39.pyc │ ├── collect_env.py │ └── logger.py └── version.py └── tools ├── analyze_logs.py ├── benchmark.py ├── browse_dataset.py ├── convert_datasets ├── chase_db1.py ├── cityscapes.py ├── coco_stuff10k.py ├── coco_stuff164k.py ├── drive.py ├── hrf.py ├── loveda.py ├── pascal_context.py ├── stare.py └── voc_aug.py ├── deploy_test.py ├── dist_test.sh ├── dist_train.sh ├── get_flops.py ├── model_converters ├── beit2mmseg.py ├── mit2mmseg.py ├── stdc2mmseg.py ├── swin2mmseg.py ├── twins2mmseg.py └── vit2mmseg.py ├── onnx2tensorrt.py ├── print_config.py ├── publish_model.py ├── pytorch2onnx.py ├── pytorch2torchscript.py ├── slurm_test.sh ├── slurm_train.sh ├── test.py ├── torchserve ├── mmseg2torchserve.py ├── mmseg_handler.py └── test_torchserve.py └── train.py 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