├── Dockerfile ├── LICENSE ├── README.md ├── demo ├── Demo_CityC.gif └── Teaser.png ├── detection ├── README.md ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis_v0.5_instance.py │ │ │ ├── lvis_v1_instance.py │ │ │ ├── voc0712.py │ │ │ └── wider_face.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── cascade_mask_rcnn_pvtv2_b2_fpn.py │ │ │ ├── cascade_mask_rcnn_r50_fpn.py │ │ │ ├── cascade_rcnn_r50_fpn.py │ │ │ ├── fast_rcnn_r50_fpn.py │ │ │ ├── faster_rcnn_r50_caffe_c4.py │ │ │ ├── faster_rcnn_r50_caffe_dc5.py │ │ │ ├── faster_rcnn_r50_fpn.py │ │ │ ├── mask_rcnn_r50_caffe_c4.py │ │ │ ├── mask_rcnn_r50_fpn.py │ │ │ ├── retinanet_r50_fpn.py │ │ │ ├── rpn_r50_caffe_c4.py │ │ │ ├── rpn_r50_fpn.py │ │ │ └── ssd300.py │ │ └── schedules │ │ │ ├── schedule_1x.py │ │ │ ├── schedule_20e.py │ │ │ └── schedule_2x.py │ ├── cascade_mask_fan_base_fpn_3x_mstrain_fp16.py │ ├── cascade_mask_fan_base_fpn_3x_mstrain_fp16_22k.py │ ├── cascade_mask_fan_large_fpn_3x_mstrain_fp16.py │ ├── cascade_mask_fan_large_fpn_3x_mstrain_fp16_22k.py │ ├── cascade_mask_fan_small_fpn_3x_mstrain_fp16.py │ └── cascade_mask_fan_tiny_fpn_3x_mstrain_fp16.py ├── dist_train.sh ├── install.sh ├── mmcv_custom │ └── runner │ │ ├── checkpoint.py │ │ ├── epoch_based_runner.py │ │ └── optimizer.py ├── mmdet_custom │ └── apis │ │ └── train.py ├── mn_train.sh ├── models │ ├── __init__.py │ ├── convnext_utils.py │ └── fan.py ├── test.py ├── tools │ ├── coco_c_test_all.sh │ ├── dist_test_coco_c.sh │ └── gen_coco_c.py └── train.py ├── distributed_train.sh ├── main.py ├── models ├── __init__.py ├── convnext_utils.py ├── fan.py └── swin_utils.py ├── requirements.txt ├── scripts ├── fan_hybrid │ ├── fan_hybrid_base.sh │ ├── fan_hybrid_large.sh │ ├── fan_hybrid_small.sh │ ├── fan_hybrid_tiny.sh │ └── fan_hybrid_xlarge.sh ├── fan_swin │ ├── fan_swin.sh │ ├── fan_swin_base.sh │ ├── fan_swin_large.sh │ ├── fan_swin_small.sh │ └── fan_swin_tiny.sh ├── fan_vit │ ├── fan_net_base.sh │ ├── fan_net_large.sh │ ├── fan_net_se_mlp.sh │ ├── fan_net_small.sh │ └── fan_net_tiny.sh ├── imagenet_a_val.sh ├── imagenet_c_val.sh └── imagenet_r_val.sh ├── segmentation ├── README.md ├── local_configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── ade20k.py │ │ │ ├── ade20k_repeat.py │ │ │ ├── cityscapes.py │ │ │ ├── cityscapes_1024x1024.py │ │ │ ├── cityscapes_1024x1024_repeat.py │ │ │ ├── cityscapes_768x768_repeat.py │ │ │ ├── cityscapes_repeat.py │ │ │ └── cocostuff_repeat.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── ann_r50-d8.py │ │ │ ├── apcnet_r50-d8.py │ │ │ ├── ccnet_r50-d8.py │ │ │ ├── cgnet.py │ │ │ ├── danet_r50-d8.py │ │ │ ├── deeplabv3_r50-d8.py │ │ │ ├── deeplabv3_unet_s5-d16.py │ │ │ ├── deeplabv3plus_r50-d8.py │ │ │ ├── dmnet_r50-d8.py │ │ │ ├── dnl_r50-d8.py │ │ │ ├── emanet_r50-d8.py │ │ │ ├── encnet_r50-d8.py │ │ │ ├── fast_scnn.py │ │ │ ├── fcn_hr18.py │ │ │ ├── fcn_r50-d8.py │ │ │ ├── fcn_unet_s5-d16.py │ │ │ ├── fpn_r50.py │ │ │ ├── gcnet_r50-d8.py │ │ │ ├── lraspp_m-v3-d8.py │ │ │ ├── nonlocal_r50-d8.py │ │ │ ├── ocrnet_hr18.py │ │ │ ├── ocrnet_r50-d8.py │ │ │ ├── pointrend_r50.py │ │ │ ├── psanet_r50-d8.py │ │ │ ├── pspnet_r50-d8.py │ │ │ ├── pspnet_unet_s5-d16.py │ │ │ ├── segformer.py │ │ │ ├── setr_pup.py │ │ │ └── upernet_r50.py │ │ └── schedules │ │ │ ├── schedule_160k.py │ │ │ ├── schedule_160k_8gpu_adamw.py │ │ │ ├── schedule_20k.py │ │ │ ├── schedule_320k_8gpu_adamw.py │ │ │ ├── schedule_40k.py │ │ │ ├── schedule_40k_8gpu_adamw.py │ │ │ ├── schedule_40k_8gpu_sgd.py │ │ │ ├── schedule_80k.py │ │ │ ├── schedule_80k_8gpu_adamw.py │ │ │ └── schedule_80k_8gpu_sgd.py │ └── fan │ │ └── fan_hybrid │ │ ├── fan_hybrid_base.1024x1024.city.160k.py │ │ ├── fan_hybrid_large.1024x1024.city.160k.py │ │ ├── fan_hybrid_small.1024x1024.city.160k.py │ │ └── fan_hybrid_tiny.1024x1024.city.160k.py ├── mmseg │ ├── .DS_Store │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── test.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── class_names.cpython-36.pyc │ │ │ │ ├── class_names.cpython-37.pyc │ │ │ │ ├── class_names.cpython-38.pyc │ │ │ │ ├── eval_hooks.cpython-36.pyc │ │ │ │ ├── eval_hooks.cpython-37.pyc │ │ │ │ ├── eval_hooks.cpython-38.pyc │ │ │ │ ├── metrics.cpython-36.pyc │ │ │ │ ├── metrics.cpython-37.pyc │ │ │ │ └── metrics.cpython-38.pyc │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ └── metrics.py │ │ ├── seg │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── builder.cpython-36.pyc │ │ │ │ ├── builder.cpython-37.pyc │ │ │ │ └── builder.cpython-38.pyc │ │ │ ├── builder.py │ │ │ └── sampler │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── base_pixel_sampler.cpython-36.pyc │ │ │ │ ├── base_pixel_sampler.cpython-37.pyc │ │ │ │ ├── base_pixel_sampler.cpython-38.pyc │ │ │ │ ├── ohem_pixel_sampler.cpython-36.pyc │ │ │ │ ├── ohem_pixel_sampler.cpython-37.pyc │ │ │ │ └── ohem_pixel_sampler.cpython-38.pyc │ │ │ │ ├── base_pixel_sampler.py │ │ │ │ └── ohem_pixel_sampler.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── misc.cpython-36.pyc │ │ │ ├── misc.cpython-37.pyc │ │ │ └── misc.cpython-38.pyc │ │ │ └── misc.py │ ├── datasets │ │ ├── __init__.py │ │ ├── ade.py │ │ ├── builder.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── cocostuff.py │ │ ├── custom.py │ │ ├── dataset_wrappers.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── mapillary.py │ │ ├── pascal_context.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── compose.cpython-36.pyc │ │ │ │ ├── compose.cpython-37.pyc │ │ │ │ ├── compose.cpython-38.pyc │ │ │ │ ├── formating.cpython-36.pyc │ │ │ │ ├── formating.cpython-37.pyc │ │ │ │ ├── formating.cpython-38.pyc │ │ │ │ ├── loading.cpython-36.pyc │ │ │ │ ├── loading.cpython-37.pyc │ │ │ │ ├── loading.cpython-38.pyc │ │ │ │ ├── test_time_aug.cpython-36.pyc │ │ │ │ ├── test_time_aug.cpython-37.pyc │ │ │ │ ├── test_time_aug.cpython-38.pyc │ │ │ │ ├── transforms.cpython-36.pyc │ │ │ │ ├── transforms.cpython-37.pyc │ │ │ │ └── transforms.cpython-38.pyc │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── stare.py │ │ └── voc.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── convnext_utils.py │ │ │ ├── fan.py │ │ │ └── swin_utils.py │ │ ├── builder.py │ │ ├── decode_heads │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── ann_head.cpython-36.pyc │ │ │ │ ├── ann_head.cpython-37.pyc │ │ │ │ ├── ann_head.cpython-38.pyc │ │ │ │ ├── apc_head.cpython-36.pyc │ │ │ │ ├── apc_head.cpython-37.pyc │ │ │ │ ├── apc_head.cpython-38.pyc │ │ │ │ ├── aspp_head.cpython-36.pyc │ │ │ │ ├── aspp_head.cpython-37.pyc │ │ │ │ ├── aspp_head.cpython-38.pyc │ │ │ │ ├── cascade_decode_head.cpython-36.pyc │ │ │ │ ├── cascade_decode_head.cpython-37.pyc │ │ │ │ ├── cascade_decode_head.cpython-38.pyc │ │ │ │ ├── cc_head.cpython-36.pyc │ │ │ │ ├── cc_head.cpython-37.pyc │ │ │ │ ├── cc_head.cpython-38.pyc │ │ │ │ ├── da_head.cpython-36.pyc │ │ │ │ ├── da_head.cpython-37.pyc │ │ │ │ ├── da_head.cpython-38.pyc │ │ │ │ ├── decode_head.cpython-36.pyc │ │ │ │ ├── decode_head.cpython-37.pyc │ │ │ │ ├── decode_head.cpython-38.pyc │ │ │ │ ├── dm_head.cpython-36.pyc │ │ │ │ ├── dm_head.cpython-37.pyc │ │ │ │ ├── dm_head.cpython-38.pyc │ │ │ │ ├── dnl_head.cpython-36.pyc │ │ │ │ ├── dnl_head.cpython-37.pyc │ │ │ │ ├── dnl_head.cpython-38.pyc │ │ │ │ ├── ema_head.cpython-36.pyc │ │ │ │ ├── ema_head.cpython-37.pyc │ │ │ │ ├── ema_head.cpython-38.pyc │ │ │ │ ├── enc_head.cpython-36.pyc │ │ │ │ ├── enc_head.cpython-37.pyc │ │ │ │ ├── enc_head.cpython-38.pyc │ │ │ │ ├── fcn_head.cpython-36.pyc │ │ │ │ ├── fcn_head.cpython-37.pyc │ │ │ │ ├── fcn_head.cpython-38.pyc │ │ │ │ ├── fpn_head.cpython-36.pyc │ │ │ │ ├── fpn_head.cpython-37.pyc │ │ │ │ ├── fpn_head.cpython-38.pyc │ │ │ │ ├── gc_head.cpython-36.pyc │ │ │ │ ├── gc_head.cpython-37.pyc │ │ │ │ ├── gc_head.cpython-38.pyc │ │ │ │ ├── lraspp_head.cpython-36.pyc │ │ │ │ ├── lraspp_head.cpython-37.pyc │ │ │ │ ├── lraspp_head.cpython-38.pyc │ │ │ │ ├── nl_head.cpython-36.pyc │ │ │ │ ├── nl_head.cpython-37.pyc │ │ │ │ ├── nl_head.cpython-38.pyc │ │ │ │ ├── ocr_head.cpython-36.pyc │ │ │ │ ├── ocr_head.cpython-37.pyc │ │ │ │ ├── ocr_head.cpython-38.pyc │ │ │ │ ├── point_head.cpython-36.pyc │ │ │ │ ├── point_head.cpython-37.pyc │ │ │ │ ├── point_head.cpython-38.pyc │ │ │ │ ├── psa_head.cpython-36.pyc │ │ │ │ ├── psa_head.cpython-37.pyc │ │ │ │ ├── psa_head.cpython-38.pyc │ │ │ │ ├── psp_head.cpython-36.pyc │ │ │ │ ├── psp_head.cpython-37.pyc │ │ │ │ ├── psp_head.cpython-38.pyc │ │ │ │ ├── segformer_head.cpython-36.pyc │ │ │ │ ├── segformer_head.cpython-37.pyc │ │ │ │ ├── segformer_head.cpython-38.pyc │ │ │ │ ├── sep_aspp_head.cpython-36.pyc │ │ │ │ ├── sep_aspp_head.cpython-37.pyc │ │ │ │ ├── sep_aspp_head.cpython-38.pyc │ │ │ │ ├── sep_fcn_head.cpython-36.pyc │ │ │ │ ├── sep_fcn_head.cpython-37.pyc │ │ │ │ ├── sep_fcn_head.cpython-38.pyc │ │ │ │ ├── setr_up_head.cpython-36.pyc │ │ │ │ ├── setr_up_head.cpython-37.pyc │ │ │ │ ├── setr_up_head.cpython-38.pyc │ │ │ │ ├── uper_head.cpython-36.pyc │ │ │ │ ├── uper_head.cpython-37.pyc │ │ │ │ └── uper_head.cpython-38.pyc │ │ │ ├── ann_head.py │ │ │ ├── apc_head.py │ │ │ ├── aspp_head.py │ │ │ ├── cascade_decode_head.py │ │ │ ├── cc_head.py │ │ │ ├── da_head.py │ │ │ ├── decode_head.py │ │ │ ├── dm_head.py │ │ │ ├── dnl_head.py │ │ │ ├── ema_head.py │ │ │ ├── enc_head.py │ │ │ ├── fcn_head.py │ │ │ ├── fpn_head.py │ │ │ ├── gc_head.py │ │ │ ├── lraspp_head.py │ │ │ ├── nl_head.py │ │ │ ├── ocr_head.py │ │ │ ├── point_head.py │ │ │ ├── psa_head.py │ │ │ ├── psp_head.py │ │ │ ├── segformer_head.py │ │ │ ├── segformer_head.py.bak │ │ │ ├── sep_aspp_head.py │ │ │ ├── sep_fcn_head.py │ │ │ ├── setr_up_head.py │ │ │ └── uper_head.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── accuracy.cpython-36.pyc │ │ │ │ ├── accuracy.cpython-37.pyc │ │ │ │ ├── accuracy.cpython-38.pyc │ │ │ │ ├── cross_entropy_loss.cpython-36.pyc │ │ │ │ ├── cross_entropy_loss.cpython-37.pyc │ │ │ │ ├── cross_entropy_loss.cpython-38.pyc │ │ │ │ ├── lovasz_loss.cpython-36.pyc │ │ │ │ ├── lovasz_loss.cpython-37.pyc │ │ │ │ ├── lovasz_loss.cpython-38.pyc │ │ │ │ ├── utils.cpython-36.pyc │ │ │ │ ├── utils.cpython-37.pyc │ │ │ │ └── utils.cpython-38.pyc │ │ │ ├── accuracy.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── lovasz_loss.py │ │ │ └── utils.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── fpn.cpython-36.pyc │ │ │ │ ├── fpn.cpython-37.pyc │ │ │ │ └── fpn.cpython-38.pyc │ │ │ └── fpn.py │ │ ├── segmentors │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── base.cpython-36.pyc │ │ │ │ ├── base.cpython-37.pyc │ │ │ │ ├── base.cpython-38.pyc │ │ │ │ ├── cascade_encoder_decoder.cpython-36.pyc │ │ │ │ ├── cascade_encoder_decoder.cpython-37.pyc │ │ │ │ ├── cascade_encoder_decoder.cpython-38.pyc │ │ │ │ ├── encoder_decoder.cpython-36.pyc │ │ │ │ ├── encoder_decoder.cpython-37.pyc │ │ │ │ └── encoder_decoder.cpython-38.pyc │ │ │ ├── base.py │ │ │ ├── cascade_encoder_decoder.py │ │ │ └── encoder_decoder.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── inverted_residual.cpython-36.pyc │ │ │ ├── inverted_residual.cpython-37.pyc │ │ │ ├── inverted_residual.cpython-38.pyc │ │ │ ├── make_divisible.cpython-36.pyc │ │ │ ├── make_divisible.cpython-37.pyc │ │ │ ├── make_divisible.cpython-38.pyc │ │ │ ├── res_layer.cpython-36.pyc │ │ │ ├── res_layer.cpython-37.pyc │ │ │ ├── res_layer.cpython-38.pyc │ │ │ ├── se_layer.cpython-36.pyc │ │ │ ├── se_layer.cpython-37.pyc │ │ │ ├── se_layer.cpython-38.pyc │ │ │ ├── self_attention_block.cpython-36.pyc │ │ │ ├── self_attention_block.cpython-37.pyc │ │ │ ├── self_attention_block.cpython-38.pyc │ │ │ ├── up_conv_block.cpython-36.pyc │ │ │ ├── up_conv_block.cpython-37.pyc │ │ │ └── up_conv_block.cpython-38.pyc │ │ │ ├── drop.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── norm.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ ├── self_attention_block.py │ │ │ └── up_conv_block.py │ ├── ops │ │ ├── __init__.py │ │ ├── encoding.py │ │ └── wrappers.py │ ├── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ └── logger.py │ └── version.py ├── requirements.txt ├── requirements │ ├── docs.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt ├── scripts │ ├── eval_city_c.sh │ ├── fan_base_hybrid_city.sh │ ├── fan_large_hybrid_city.sh │ ├── fan_small_hybrid_city.sh │ └── fan_tiny_hybrid_city.sh ├── setup.py └── tools │ ├── dist_test.sh │ 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