├── .DS_Store ├── .idea ├── .gitignore ├── EMO.iml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── README.md ├── configs ├── .DS_Store ├── __init__.py └── mobile │ ├── .DS_Store │ └── cls_emo.py ├── data ├── CLS_dataset.py ├── __init__.py ├── transforms.py └── utils.py ├── down-stream-tasks ├── .DS_Store ├── mmdetection │ ├── .DS_Store │ ├── CITATION.cff │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── README_zh-CN.md │ ├── configs │ │ ├── _base_ │ │ │ ├── datasets │ │ │ │ └── coco_detection.py │ │ │ ├── default_runtime.py │ │ │ ├── models │ │ │ │ └── retinanet_emo_fpn.py │ │ │ └── schedules │ │ │ │ ├── schedule_1x.py │ │ │ │ ├── schedule_20e.py │ │ │ │ └── schedule_2x.py │ │ ├── common │ │ │ ├── lsj_100e_coco_instance.py │ │ │ ├── mstrain-poly_3x_coco_instance.py │ │ │ ├── mstrain_3x_coco.py │ │ │ ├── mstrain_3x_coco_instance.py │ │ │ ├── ssj_270k_coco_instance.py │ │ │ └── ssj_scp_270k_coco_instance.py │ │ ├── retinanet_emo │ │ │ ├── retinanet_emo_1M_fpn_1x_coco.py │ │ │ ├── retinanet_emo_2M_fpn_1x_coco.py │ │ │ └── retinanet_emo_5M_fpn_1x_coco.py │ │ └── ssd_emo │ │ │ ├── ssdlite_emo_1M_pretrain_coco.py │ │ │ ├── ssdlite_emo_2M_pretrain_coco.py │ │ │ └── ssdlite_emo_5M_pretrain_coco.py │ ├── copy_coco.py │ ├── demo │ │ ├── MMDet_InstanceSeg_Tutorial.ipynb │ │ ├── MMDet_Tutorial.ipynb │ │ ├── create_result_gif.py │ │ ├── demo.jpg │ │ ├── demo.mp4 │ │ ├── image_demo.py │ │ ├── inference_demo.ipynb │ │ ├── video_demo.py │ │ ├── video_gpuaccel_demo.py │ │ └── webcam_demo.py │ ├── docker │ │ ├── Dockerfile │ │ └── serve │ │ │ ├── Dockerfile │ │ │ ├── config.properties │ │ │ └── entrypoint.sh │ ├── docs │ │ ├── en │ │ │ ├── 1_exist_data_model.md │ │ │ ├── 2_new_data_model.md │ │ │ ├── 3_exist_data_new_model.md │ │ │ ├── Makefile │ │ │ ├── _static │ │ │ │ ├── css │ │ │ │ │ └── readthedocs.css │ │ │ │ └── image │ │ │ │ │ └── mmdet-logo.png │ │ │ ├── api.rst │ │ │ ├── changelog.md │ │ │ ├── compatibility.md │ │ │ ├── conf.py │ │ │ ├── conventions.md │ │ │ ├── faq.md │ │ │ ├── get_started.md │ │ │ ├── index.rst │ │ │ ├── make.bat │ │ │ ├── model_zoo.md │ │ │ ├── projects.md │ │ │ ├── robustness_benchmarking.md │ │ │ ├── stat.py │ │ │ ├── switch_language.md │ │ │ ├── tutorials │ │ │ │ ├── config.md │ │ │ │ ├── customize_dataset.md │ │ │ │ ├── customize_losses.md │ │ │ │ ├── customize_models.md │ │ │ │ ├── customize_runtime.md │ │ │ │ ├── data_pipeline.md │ │ │ │ ├── finetune.md │ │ │ │ ├── how_to.md │ │ │ │ ├── index.rst │ │ │ │ ├── init_cfg.md │ │ │ │ ├── onnx2tensorrt.md │ │ │ │ ├── pytorch2onnx.md │ │ │ │ ├── test_results_submission.md │ │ │ │ └── useful_hooks.md │ │ │ └── useful_tools.md │ │ └── zh_cn │ │ │ ├── 1_exist_data_model.md │ │ │ ├── 2_new_data_model.md │ │ │ ├── 3_exist_data_new_model.md │ │ │ ├── Makefile │ │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── image │ │ │ │ └── mmdet-logo.png │ │ │ ├── api.rst │ │ │ ├── article.md │ │ │ ├── compatibility.md │ │ │ ├── conf.py │ │ │ ├── conventions.md │ │ │ ├── faq.md │ │ │ ├── get_started.md │ │ │ ├── index.rst │ │ │ ├── make.bat │ │ │ ├── model_zoo.md │ │ │ ├── projects.md │ │ │ ├── robustness_benchmarking.md │ │ │ ├── stat.py │ │ │ ├── switch_language.md │ │ │ ├── tutorials │ │ │ ├── config.md │ │ │ ├── customize_dataset.md │ │ │ ├── customize_losses.md │ │ │ ├── customize_models.md │ │ │ ├── customize_runtime.md │ │ │ ├── data_pipeline.md │ │ │ ├── finetune.md │ │ │ ├── how_to.md │ │ │ ├── index.rst │ │ │ ├── init_cfg.md │ │ │ ├── onnx2tensorrt.md │ │ │ └── pytorch2onnx.md │ │ │ └── useful_tools.md │ ├── init.sh │ ├── mmdet │ │ ├── __init__.py │ │ ├── apis │ │ │ ├── __init__.py │ │ │ ├── inference.py │ │ │ ├── test.py │ │ │ └── train.py │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── anchor │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor_generator.py │ │ │ │ ├── builder.py │ │ │ │ ├── point_generator.py │ │ │ │ └── utils.py │ │ │ ├── bbox │ │ │ │ ├── __init__.py │ │ │ │ ├── assigners │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ │ ├── assign_result.py │ │ │ │ │ ├── atss_assigner.py │ │ │ │ │ ├── base_assigner.py │ │ │ │ │ ├── center_region_assigner.py │ │ │ │ │ ├── grid_assigner.py │ │ │ │ │ ├── hungarian_assigner.py │ │ │ │ │ ├── mask_hungarian_assigner.py │ │ │ │ │ ├── max_iou_assigner.py │ │ │ │ │ ├── point_assigner.py │ │ │ │ │ ├── region_assigner.py │ │ │ │ │ ├── sim_ota_assigner.py │ │ │ │ │ ├── task_aligned_assigner.py │ │ │ │ │ └── uniform_assigner.py │ │ │ │ ├── builder.py │ │ │ │ ├── coder │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_bbox_coder.py │ │ │ │ │ ├── bucketing_bbox_coder.py │ │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ │ ├── distance_point_bbox_coder.py │ │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ │ ├── tblr_bbox_coder.py │ │ │ │ │ └── yolo_bbox_coder.py │ │ │ │ ├── demodata.py │ │ │ │ ├── iou_calculators │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── iou2d_calculator.py │ │ │ │ ├── match_costs │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── match_cost.py │ │ │ │ ├── samplers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_sampler.py │ │ │ │ │ ├── combined_sampler.py │ │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ │ ├── mask_sampling_result.py │ │ │ │ │ ├── ohem_sampler.py │ │ │ │ │ ├── pseudo_sampler.py │ │ │ │ │ ├── random_sampler.py │ │ │ │ │ ├── sampling_result.py │ │ │ │ │ └── score_hlr_sampler.py │ │ │ │ └── transforms.py │ │ │ ├── data_structures │ │ │ │ ├── __init__.py │ │ │ │ ├── general_data.py │ │ │ │ └── instance_data.py │ │ │ ├── evaluation │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_overlaps.py │ │ │ │ ├── class_names.py │ │ │ │ ├── eval_hooks.py │ │ │ │ ├── mean_ap.py │ │ │ │ ├── panoptic_utils.py │ │ │ │ └── recall.py │ │ │ ├── export │ │ │ │ ├── __init__.py │ │ │ │ ├── model_wrappers.py │ │ │ │ ├── onnx_helper.py │ │ │ │ └── pytorch2onnx.py │ │ │ ├── hook │ │ │ │ ├── __init__.py │ │ │ │ ├── checkloss_hook.py │ │ │ │ ├── ema.py │ │ │ │ ├── memory_profiler_hook.py │ │ │ │ ├── set_epoch_info_hook.py │ │ │ │ ├── sync_norm_hook.py │ │ │ │ ├── sync_random_size_hook.py │ │ │ │ ├── wandblogger_hook.py │ │ │ │ ├── yolox_lrupdater_hook.py │ │ │ │ └── yolox_mode_switch_hook.py │ │ │ ├── mask │ │ │ │ ├── __init__.py │ │ │ │ ├── mask_target.py │ │ │ │ ├── structures.py │ │ │ │ └── utils.py │ │ │ ├── optimizers │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── layer_decay_optimizer_constructor.py │ │ │ ├── post_processing │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_nms.py │ │ │ │ ├── matrix_nms.py │ │ │ │ └── merge_augs.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── dist_utils.py │ │ │ │ └── misc.py │ │ │ └── visualization │ │ │ │ ├── __init__.py │ │ │ │ ├── image.py │ │ │ │ └── palette.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── api_wrappers │ │ │ │ ├── __init__.py │ │ │ │ ├── coco_api.py │ │ │ │ └── panoptic_evaluation.py │ │ │ ├── builder.py │ │ │ ├── cityscapes.py │ │ │ ├── coco.py │ │ │ ├── coco_panoptic.py │ │ │ ├── custom.py │ │ │ ├── dataset_wrappers.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis.py │ │ │ ├── openimages.py │ │ │ ├── pipelines │ │ │ │ ├── __init__.py │ │ │ │ ├── auto_augment.py │ │ │ │ ├── compose.py │ │ │ │ ├── formating.py │ │ │ │ ├── formatting.py │ │ │ │ ├── instaboost.py │ │ │ │ ├── loading.py │ │ │ │ ├── test_time_aug.py │ │ │ │ └── transforms.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── class_aware_sampler.py │ │ │ │ ├── distributed_sampler.py │ │ │ │ ├── group_sampler.py │ │ │ │ └── infinite_sampler.py │ │ │ ├── utils.py │ │ │ ├── voc.py │ │ │ ├── wider_face.py │ │ │ └── xml_style.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── csp_darknet.py │ │ │ │ ├── darknet.py │ │ │ │ ├── detectors_resnet.py │ │ │ │ ├── detectors_resnext.py │ │ │ │ ├── efficientnet.py │ │ │ │ ├── emo.py │ │ │ │ ├── hourglass.py │ │ │ │ ├── hrnet.py │ │ │ │ ├── mobilenet_v2.py │ │ │ │ ├── pvt.py │ │ │ │ ├── regnet.py │ │ │ │ ├── res2net.py │ │ │ │ ├── resnest.py │ │ │ │ ├── resnet.py │ │ │ │ ├── resnext.py │ │ │ │ ├── ssd_vgg.py │ │ │ │ ├── swin.py │ │ │ │ └── trident_resnet.py │ │ │ ├── builder.py │ │ │ ├── dense_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor_free_head.py │ │ │ │ ├── anchor_head.py │ │ │ │ ├── atss_head.py │ │ │ │ ├── autoassign_head.py │ │ │ │ ├── base_dense_head.py │ │ │ │ ├── base_mask_head.py │ │ │ │ ├── cascade_rpn_head.py │ │ │ │ ├── centernet_head.py │ │ │ │ ├── centripetal_head.py │ │ │ │ ├── corner_head.py │ │ │ │ ├── ddod_head.py │ │ │ │ ├── deformable_detr_head.py │ │ │ │ ├── dense_test_mixins.py │ │ │ │ ├── detr_head.py │ │ │ │ ├── embedding_rpn_head.py │ │ │ │ ├── fcos_head.py │ │ │ │ ├── fovea_head.py │ │ │ │ ├── free_anchor_retina_head.py │ │ │ │ ├── fsaf_head.py │ │ │ │ ├── ga_retina_head.py │ │ │ │ ├── ga_rpn_head.py │ │ │ │ ├── gfl_head.py │ │ │ │ ├── guided_anchor_head.py │ │ │ │ ├── lad_head.py │ │ │ │ ├── ld_head.py │ │ │ │ ├── mask2former_head.py │ │ │ │ ├── maskformer_head.py │ │ │ │ ├── nasfcos_head.py │ │ │ │ ├── paa_head.py │ │ │ │ ├── pisa_retinanet_head.py │ │ │ │ ├── pisa_ssd_head.py │ │ │ │ ├── reppoints_head.py │ │ │ │ ├── retina_head.py │ │ │ │ ├── retina_sepbn_head.py │ │ │ │ ├── rpn_head.py │ │ │ │ ├── sabl_retina_head.py │ │ │ │ ├── solo_head.py │ │ │ │ ├── solov2_head.py │ │ │ │ ├── ssd_head.py │ │ │ │ ├── tood_head.py │ │ │ │ ├── vfnet_head.py │ │ │ │ ├── yolact_head.py │ │ │ │ ├── yolo_head.py │ │ │ │ ├── yolof_head.py │ │ │ │ └── yolox_head.py │ │ │ ├── detectors │ │ │ │ ├── __init__.py │ │ │ │ ├── atss.py │ │ │ │ ├── autoassign.py │ │ │ │ ├── base.py │ │ │ │ ├── cascade_rcnn.py │ │ │ │ ├── centernet.py │ │ │ │ ├── cornernet.py │ │ │ │ ├── ddod.py │ │ │ │ ├── deformable_detr.py │ │ │ │ ├── detr.py │ │ │ │ ├── fast_rcnn.py │ │ │ │ ├── faster_rcnn.py │ │ │ │ ├── fcos.py │ │ │ │ ├── fovea.py │ │ │ │ ├── fsaf.py │ │ │ │ ├── gfl.py │ │ │ │ ├── grid_rcnn.py │ │ │ │ ├── htc.py │ │ │ │ ├── kd_one_stage.py │ │ │ │ ├── lad.py │ │ │ │ ├── mask2former.py │ │ │ │ ├── mask_rcnn.py │ │ │ │ ├── mask_scoring_rcnn.py │ │ │ │ ├── maskformer.py │ │ │ │ ├── nasfcos.py │ │ │ │ ├── paa.py │ │ │ │ ├── panoptic_fpn.py │ │ │ │ ├── panoptic_two_stage_segmentor.py │ │ │ │ ├── point_rend.py │ │ │ │ ├── queryinst.py │ │ │ │ ├── reppoints_detector.py │ │ │ │ ├── retinanet.py │ │ │ │ ├── rpn.py │ │ │ │ ├── scnet.py │ │ │ │ ├── single_stage.py │ │ │ │ ├── single_stage_instance_seg.py │ │ │ │ ├── solo.py │ │ │ │ ├── solov2.py │ │ │ │ ├── sparse_rcnn.py │ │ │ │ ├── tood.py │ │ │ │ ├── trident_faster_rcnn.py │ │ │ │ ├── two_stage.py │ │ │ │ ├── vfnet.py │ │ │ │ ├── yolact.py │ │ │ │ ├── yolo.py │ │ │ │ ├── yolof.py │ │ │ │ └── yolox.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── accuracy.py │ │ │ │ ├── ae_loss.py │ │ │ │ ├── balanced_l1_loss.py │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ ├── dice_loss.py │ │ │ │ ├── focal_loss.py │ │ │ │ ├── gaussian_focal_loss.py │ │ │ │ ├── gfocal_loss.py │ │ │ │ ├── ghm_loss.py │ │ │ │ ├── iou_loss.py │ │ │ │ ├── kd_loss.py │ │ │ │ ├── mse_loss.py │ │ │ │ ├── pisa_loss.py │ │ │ │ ├── seesaw_loss.py │ │ │ │ ├── smooth_l1_loss.py │ │ │ │ ├── utils.py │ │ │ │ └── varifocal_loss.py │ │ │ ├── necks │ │ │ │ ├── __init__.py │ │ │ │ ├── bfp.py │ │ │ │ ├── channel_mapper.py │ │ │ │ ├── ct_resnet_neck.py │ │ │ │ ├── dilated_encoder.py │ │ │ │ ├── dyhead.py │ │ │ │ ├── fpg.py │ │ │ │ ├── fpn.py │ │ │ │ ├── fpn_carafe.py │ │ │ │ ├── hrfpn.py │ │ │ │ ├── nas_fpn.py │ │ │ │ ├── nasfcos_fpn.py │ │ │ │ ├── pafpn.py │ │ │ │ ├── rfp.py │ │ │ │ ├── ssd_neck.py │ │ │ │ ├── yolo_neck.py │ │ │ │ └── yolox_pafpn.py │ │ │ ├── plugins │ │ │ │ ├── __init__.py │ │ │ │ ├── dropblock.py │ │ │ │ ├── msdeformattn_pixel_decoder.py │ │ │ │ └── pixel_decoder.py │ │ │ ├── roi_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── base_roi_head.py │ │ │ │ ├── bbox_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── bbox_head.py │ │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ │ ├── dii_head.py │ │ │ │ │ ├── double_bbox_head.py │ │ │ │ │ ├── sabl_head.py │ │ │ │ │ └── scnet_bbox_head.py │ │ │ │ ├── cascade_roi_head.py │ │ │ │ ├── double_roi_head.py │ │ │ │ ├── dynamic_roi_head.py │ │ │ │ ├── grid_roi_head.py │ │ │ │ ├── htc_roi_head.py │ │ │ │ ├── mask_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── coarse_mask_head.py │ │ │ │ │ ├── dynamic_mask_head.py │ │ │ │ │ ├── fcn_mask_head.py │ │ │ │ │ ├── feature_relay_head.py │ │ │ │ │ ├── fused_semantic_head.py │ │ │ │ │ ├── global_context_head.py │ │ │ │ │ ├── grid_head.py │ │ │ │ │ ├── htc_mask_head.py │ │ │ │ │ ├── mask_point_head.py │ │ │ │ │ ├── maskiou_head.py │ │ │ │ │ ├── scnet_mask_head.py │ │ │ │ │ └── scnet_semantic_head.py │ │ │ │ ├── mask_scoring_roi_head.py │ │ │ │ ├── pisa_roi_head.py │ │ │ │ ├── point_rend_roi_head.py │ │ │ │ ├── roi_extractors │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_roi_extractor.py │ │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ │ └── single_level_roi_extractor.py │ │ │ │ ├── scnet_roi_head.py │ │ │ │ ├── shared_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── res_layer.py │ │ │ │ ├── sparse_roi_head.py │ │ │ │ ├── standard_roi_head.py │ │ │ │ ├── test_mixins.py │ │ │ │ └── trident_roi_head.py │ │ │ ├── seg_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── base_semantic_head.py │ │ │ │ ├── panoptic_fpn_head.py │ │ │ │ └── panoptic_fusion_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_panoptic_fusion_head.py │ │ │ │ │ ├── heuristic_fusion_head.py │ │ │ │ │ └── maskformer_fusion_head.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── brick_wrappers.py │ │ │ │ ├── builder.py │ │ │ │ ├── ckpt_convert.py │ │ │ │ ├── conv_upsample.py │ │ │ │ ├── csp_layer.py │ │ │ │ ├── gaussian_target.py │ │ │ │ ├── inverted_residual.py │ │ │ │ ├── make_divisible.py │ │ │ │ ├── misc.py │ │ │ │ ├── normed_predictor.py │ │ │ │ ├── panoptic_gt_processing.py │ │ │ │ ├── point_sample.py │ │ │ │ ├── positional_encoding.py │ │ │ │ ├── res_layer.py │ │ │ │ ├── se_layer.py │ │ │ │ └── transformer.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── collect_env.py │ │ │ ├── compat_config.py │ │ │ ├── contextmanagers.py │ │ │ ├── logger.py │ │ │ ├── memory.py │ │ │ ├── misc.py │ │ │ ├── profiling.py │ │ │ ├── replace_cfg_vals.py │ │ │ ├── setup_env.py │ │ │ ├── split_batch.py │ │ │ ├── util_distribution.py │ │ │ ├── util_mixins.py │ │ │ └── util_random.py │ │ └── version.py │ ├── model-index.yml │ ├── pytest.ini │ ├── requirements.txt │ ├── requirements │ │ ├── albu.txt │ │ ├── build.txt │ │ ├── docs.txt │ │ ├── mminstall.txt │ │ ├── optional.txt │ │ ├── readthedocs.txt │ │ ├── runtime.txt │ │ └── tests.txt │ ├── resources │ │ ├── coco_test_12510.jpg │ │ ├── corruptions_sev_3.png │ │ ├── data_pipeline.png │ │ ├── loss_curve.png │ │ ├── mmdet-logo.png │ │ └── zhihu_qrcode.jpg │ ├── setup.cfg │ ├── setup.py │ ├── tests │ │ ├── data │ │ │ ├── VOCdevkit │ │ │ │ ├── VOC2007 │ │ │ │ │ ├── Annotations │ │ │ │ │ │ └── 000001.xml │ │ │ │ │ ├── ImageSets │ │ │ │ │ │ └── Main │ │ │ │ │ │ │ ├── test.txt │ │ │ │ │ │ │ └── trainval.txt │ │ │ │ │ └── JPEGImages │ │ │ │ │ │ └── 000001.jpg │ │ │ │ └── VOC2012 │ │ │ │ │ ├── Annotations │ │ │ │ │ └── 000001.xml │ │ │ │ │ ├── ImageSets │ │ │ │ │ └── Main │ │ │ │ │ │ ├── test.txt │ │ │ │ │ │ └── trainval.txt │ │ │ │ │ └── JPEGImages │ │ │ │ │ └── 000001.jpg │ │ │ ├── coco_sample.json │ │ │ ├── color.jpg │ │ │ ├── configs_mmtrack │ │ │ │ ├── faster_rcnn_r50_dc5.py │ │ │ │ ├── faster_rcnn_r50_fpn.py │ │ │ │ ├── mot_challenge.py │ │ │ │ ├── selsa_faster_rcnn_r101_dc5_1x.py │ │ │ │ └── tracktor_faster-rcnn_r50_fpn_4e.py │ │ │ ├── custom_dataset │ │ │ │ ├── images │ │ │ │ │ ├── 000001.jpg │ │ │ │ │ └── 000001.xml │ │ │ │ ├── test.txt │ │ │ │ └── trainval.txt │ │ │ └── gray.jpg │ │ ├── test_data │ │ │ ├── test_datasets │ │ │ │ ├── test_coco_dataset.py │ │ │ │ ├── test_common.py │ │ │ │ ├── test_custom_dataset.py │ │ │ │ ├── test_dataset_wrapper.py │ │ │ │ ├── test_openimages_dataset.py │ │ │ │ ├── test_panoptic_dataset.py │ │ │ │ └── test_xml_dataset.py │ │ │ ├── test_pipelines │ │ │ │ ├── test_formatting.py │ │ │ │ ├── test_loading.py │ │ │ │ ├── test_sampler.py │ │ │ │ └── test_transform │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_img_augment.py │ │ │ │ │ ├── test_models_aug_test.py │ │ │ │ │ ├── test_rotate.py │ │ │ │ │ ├── test_shear.py │ │ │ │ │ ├── test_transform.py │ │ │ │ │ ├── test_translate.py │ │ │ │ │ └── utils.py │ │ │ └── test_utils.py │ │ ├── test_downstream │ │ │ └── test_mmtrack.py │ │ ├── test_metrics │ │ │ ├── test_box_overlap.py │ │ │ ├── test_losses.py │ │ │ ├── test_mean_ap.py │ │ │ └── test_recall.py │ │ ├── test_models │ │ │ ├── test_backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── test_csp_darknet.py │ │ │ │ ├── test_detectors_resnet.py │ │ │ │ ├── test_efficientnet.py │ │ │ │ ├── test_hourglass.py │ │ │ │ ├── test_hrnet.py │ │ │ │ ├── test_mobilenet_v2.py │ │ │ │ ├── test_pvt.py │ │ │ │ ├── test_regnet.py │ │ │ │ ├── test_renext.py │ │ │ │ ├── test_res2net.py │ │ │ │ ├── test_resnest.py │ │ │ │ ├── test_resnet.py │ │ │ │ ├── test_swin.py │ │ │ │ ├── test_trident_resnet.py │ │ │ │ └── utils.py │ │ │ ├── test_dense_heads │ │ │ │ ├── test_anchor_head.py │ │ │ │ ├── test_atss_head.py │ │ │ │ ├── test_autoassign_head.py │ │ │ │ ├── test_centernet_head.py │ │ │ │ ├── test_corner_head.py │ │ │ │ ├── test_ddod_head.py │ │ │ │ ├── test_dense_heads_attr.py │ │ │ │ ├── test_detr_head.py │ │ │ │ ├── test_fcos_head.py │ │ │ │ ├── test_fsaf_head.py │ │ │ │ ├── test_ga_anchor_head.py │ │ │ │ ├── test_gfl_head.py │ │ │ │ ├── test_lad_head.py │ │ │ │ ├── test_ld_head.py │ │ │ │ ├── test_mask2former_head.py │ │ │ │ ├── test_maskformer_head.py │ │ │ │ ├── test_paa_head.py │ │ │ │ ├── test_pisa_head.py │ │ │ │ ├── test_sabl_retina_head.py │ │ │ │ ├── test_solo_head.py │ │ │ │ ├── test_tood_head.py │ │ │ │ ├── test_vfnet_head.py │ │ │ │ ├── test_yolact_head.py │ │ │ │ ├── test_yolof_head.py │ │ │ │ └── test_yolox_head.py │ │ │ ├── test_forward.py │ │ │ ├── test_loss.py │ │ │ ├── test_loss_compatibility.py │ │ │ ├── test_necks.py │ │ │ ├── test_plugins.py │ │ │ ├── test_roi_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── test_bbox_head.py │ │ │ │ ├── test_mask_head.py │ │ │ │ ├── test_roi_extractor.py │ │ │ │ ├── test_sabl_bbox_head.py │ │ │ │ └── utils.py │ │ │ ├── test_seg_heads │ │ │ │ └── test_maskformer_fusion_head.py │ │ │ └── test_utils │ │ │ │ ├── test_brick_wrappers.py │ │ │ │ ├── test_conv_upsample.py │ │ │ │ ├── test_inverted_residual.py │ │ │ │ ├── test_model_misc.py │ │ │ │ ├── test_position_encoding.py │ │ │ │ ├── test_se_layer.py │ │ │ │ └── test_transformer.py │ │ ├── test_onnx │ │ │ ├── __init__.py │ │ │ ├── data │ │ │ │ ├── fsaf_head_get_bboxes.pkl │ │ │ │ ├── retina_head_get_bboxes.pkl │ │ │ │ ├── ssd_head_get_bboxes.pkl │ │ │ │ ├── yolov3_head_get_bboxes.pkl │ │ │ │ └── yolov3_neck.pkl │ │ │ ├── test_head.py │ │ │ ├── test_neck.py │ │ │ └── utils.py │ │ ├── test_runtime │ │ │ ├── async_benchmark.py │ │ │ ├── test_apis.py │ │ │ ├── test_async.py │ │ │ ├── test_config.py │ │ │ ├── test_eval_hook.py │ │ │ └── test_fp16.py │ │ └── test_utils │ │ │ ├── test_anchor.py │ │ │ ├── test_assigner.py │ │ │ ├── test_coder.py │ │ │ ├── test_compat_config.py │ │ │ ├── test_general_data.py │ │ │ ├── test_hook.py │ │ │ ├── test_layer_decay_optimizer_constructor.py │ │ │ ├── test_logger.py │ │ │ ├── test_masks.py │ │ │ ├── test_memory.py │ │ │ ├── test_misc.py │ │ │ ├── test_nms.py │ │ │ ├── test_replace_cfg_vals.py │ │ │ ├── test_setup_env.py │ │ │ ├── test_split_batch.py │ │ │ ├── test_version.py │ │ │ └── test_visualization.py │ └── tools │ │ ├── analysis_tools │ │ ├── analyze_logs.py │ │ ├── analyze_results.py │ │ ├── benchmark.py │ │ ├── coco_error_analysis.py │ │ ├── confusion_matrix.py │ │ ├── eval_metric.py │ │ ├── get_flops.py │ │ ├── optimize_anchors.py │ │ ├── robustness_eval.py │ │ └── test_robustness.py │ │ ├── dataset_converters │ │ ├── cityscapes.py │ │ ├── images2coco.py │ │ └── pascal_voc.py │ │ ├── deployment │ │ ├── mmdet2torchserve.py │ │ ├── mmdet_handler.py │ │ ├── onnx2tensorrt.py │ │ ├── pytorch2onnx.py │ │ ├── test.py │ │ └── test_torchserver.py │ │ ├── dist_test.sh │ │ ├── dist_train.sh │ │ ├── misc │ │ ├── browse_dataset.py │ │ ├── download_dataset.py │ │ ├── gen_coco_panoptic_test_info.py │ │ ├── get_image_metas.py │ │ ├── print_config.py │ │ └── split_coco.py │ │ ├── model_converters │ │ ├── detectron2pytorch.py │ │ ├── publish_model.py │ │ ├── regnet2mmdet.py │ │ ├── selfsup2mmdet.py │ │ ├── upgrade_model_version.py │ │ └── upgrade_ssd_version.py │ │ ├── slurm_test.sh │ │ ├── slurm_train.sh │ │ ├── test.py │ │ └── train.py └── mmsegmentation │ ├── .DS_Store │ ├── CITATION.cff │ ├── LICENSE │ ├── LICENSES.md │ ├── MANIFEST.in │ ├── README.md │ ├── README_zh-CN.md │ ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ └── ade20k.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── deeplabv3_emo.py │ │ │ └── pspnet_emo.py │ │ └── schedules │ │ │ ├── schedule_160k.py │ │ │ ├── schedule_20k.py │ │ │ ├── schedule_320k.py │ │ │ ├── schedule_40k.py │ │ │ └── schedule_80k.py │ ├── deeplabv3_emo │ │ ├── deeplabv3_emo_1M_pretrain_512x512_80k_ade20k.py │ │ ├── deeplabv3_emo_2M_pretrain_512x512_80k_ade20k.py │ │ └── deeplabv3_emo_5M_pretrain_512x512_80k_ade20k.py │ └── pspnet_emo │ │ ├── pspnet_emo_1M_512x512_80k_ade20k.py │ │ ├── pspnet_emo_2M_512x512_80k_ade20k.py │ │ └── pspnet_emo_5M_512x512_80k_ade20k.py │ ├── copy_coco.py │ ├── demo │ ├── MMSegmentation_Tutorial.ipynb │ ├── demo.png │ ├── image_demo.py │ ├── inference_demo.ipynb │ └── video_demo.py │ ├── docker │ ├── Dockerfile │ └── serve │ │ ├── Dockerfile │ │ ├── config.properties │ │ └── entrypoint.sh │ ├── docs │ ├── en │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── images │ │ │ │ └── mmsegmentation.png │ │ ├── api.rst │ │ ├── changelog.md │ │ ├── conf.py │ │ ├── dataset_prepare.md │ │ ├── faq.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── inference.md │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ ├── train.md │ │ ├── tutorials │ │ │ ├── config.md │ │ │ ├── customize_datasets.md │ │ │ ├── customize_models.md │ │ │ ├── customize_runtime.md │ │ │ ├── data_pipeline.md │ │ │ ├── index.rst │ │ │ └── training_tricks.md │ │ └── useful_tools.md │ └── zh_cn │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── images │ │ │ └── mmsegmentation.png │ │ ├── api.rst │ │ ├── conf.py │ │ ├── dataset_prepare.md │ │ ├── faq.md │ │ ├── get_started.md │ │ ├── imgs │ │ ├── qq_group_qrcode.jpg │ │ └── zhihu_qrcode.jpg │ │ ├── index.rst │ │ ├── inference.md │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ ├── train.md │ │ ├── tutorials │ │ ├── config.md │ │ ├── customize_datasets.md │ │ ├── customize_models.md │ │ ├── customize_runtime.md │ │ ├── data_pipeline.md │ │ ├── index.rst │ │ └── training_tricks.md │ │ └── useful_tools.md │ ├── init.sh │ ├── init_ade.sh │ ├── mmseg │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── test.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── builder.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ └── metrics.py │ │ ├── hook │ │ │ ├── __init__.py │ │ │ └── wandblogger_hook.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ └── layer_decay_optimizer_constructor.py │ │ ├── seg │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ └── sampler │ │ │ │ ├── __init__.py │ │ │ │ ├── base_pixel_sampler.py │ │ │ │ └── ohem_pixel_sampler.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── dist_util.py │ │ │ └── misc.py │ ├── datasets │ │ ├── __init__.py │ │ ├── ade.py │ │ ├── builder.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── coco_stuff.py │ │ ├── custom.py │ │ ├── dark_zurich.py │ │ ├── dataset_wrappers.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── isaid.py │ │ ├── isprs.py │ │ ├── loveda.py │ │ ├── night_driving.py │ │ ├── pascal_context.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── formatting.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── potsdam.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ └── distributed_sampler.py │ │ ├── stare.py │ │ └── voc.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── beit.py │ │ │ ├── bisenetv1.py │ │ │ ├── bisenetv2.py │ │ │ ├── cgnet.py │ │ │ ├── emo.py │ │ │ ├── erfnet.py │ │ │ ├── fast_scnn.py │ │ │ ├── hrnet.py │ │ │ ├── icnet.py │ │ │ ├── mae.py │ │ │ ├── mit.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── mobilenet_v3.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── stdc.py │ │ │ ├── swin.py │ │ │ ├── timm_backbone.py │ │ │ ├── twins.py │ │ │ ├── unet.py │ │ │ └── vit.py │ │ ├── builder.py │ │ ├── decode_heads │ │ │ ├── __init__.py │ │ │ ├── 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 │ │ │ ├── dpt_head.py │ │ │ ├── ema_head.py │ │ │ ├── enc_head.py │ │ │ ├── fcn_head.py │ │ │ ├── fpn_head.py │ │ │ ├── gc_head.py │ │ │ ├── isa_head.py │ │ │ ├── knet_head.py │ │ │ ├── lraspp_head.py │ │ │ ├── nl_head.py │ │ │ ├── ocr_head.py │ │ │ ├── point_head.py │ │ │ ├── psa_head.py │ │ │ ├── psp_head.py │ │ │ ├── segformer_head.py │ │ │ ├── segmenter_mask_head.py │ │ │ ├── sep_aspp_head.py │ │ │ ├── sep_fcn_head.py │ │ │ ├── setr_mla_head.py │ │ │ ├── setr_up_head.py │ │ │ ├── stdc_head.py │ │ │ └── uper_head.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── lovasz_loss.py │ │ │ ├── tversky_loss.py │ │ │ └── utils.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── featurepyramid.py │ │ │ ├── fpn.py │ │ │ ├── ic_neck.py │ │ │ ├── jpu.py │ │ │ ├── mla_neck.py │ │ │ └── multilevel_neck.py │ │ ├── segmentors │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── cascade_encoder_decoder.py │ │ │ └── encoder_decoder.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── embed.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ ├── self_attention_block.py │ │ │ ├── shape_convert.py │ │ │ └── up_conv_block.py │ ├── ops │ │ ├── __init__.py │ │ ├── encoding.py │ │ └── wrappers.py │ ├── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ ├── logger.py │ │ ├── misc.py │ │ ├── set_env.py │ │ └── util_distribution.py │ └── version.py │ ├── model-index.yml │ ├── pytest.ini │ ├── requirements.txt │ ├── requirements │ ├── docs.txt │ ├── mminstall.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt │ ├── resources │ ├── 3dogs.jpg │ ├── 3dogs_mask.png │ ├── mmseg-logo.png │ └── seg_demo.gif │ ├── setup.cfg │ ├── setup.py │ ├── tests │ ├── __init__.py │ ├── data │ │ ├── color.jpg │ │ ├── gray.jpg │ │ ├── pseudo_cityscapes_dataset │ │ │ ├── gtFine │ │ │ │ ├── frankfurt_000000_000294_gtFine_instanceIds.png │ │ │ │ ├── frankfurt_000000_000294_gtFine_labelIds.png │ │ │ │ └── frankfurt_000000_000294_gtFine_labelTrainIds.png │ │ │ └── leftImg8bit │ │ │ │ └── frankfurt_000000_000294_leftImg8bit.png │ │ ├── pseudo_dataset │ │ │ ├── gts │ │ │ │ ├── 00000_gt.png │ │ │ │ ├── 00001_gt.png │ │ │ │ ├── 00002_gt.png │ │ │ │ ├── 00003_gt.png │ │ │ │ └── 00004_gt.png │ │ │ ├── imgs │ │ │ │ ├── 00000_img.jpg │ │ │ │ ├── 00001_img.jpg │ │ │ │ ├── 00002_img.jpg │ │ │ │ ├── 00003_img.jpg │ │ │ │ └── 00004_img.jpg │ │ │ └── splits │ │ │ │ ├── train.txt │ │ │ │ └── val.txt │ │ ├── pseudo_isaid_dataset │ │ │ ├── ann_dir │ │ │ │ ├── P0000_0_896_1024_1920_instance_color_RGB.png │ │ │ │ └── P0000_0_896_1536_2432_instance_color_RGB.png │ │ │ ├── img_dir │ │ │ │ ├── P0000_0_896_1024_1920.png │ │ │ │ └── P0000_0_896_1536_2432.png │ │ │ └── splits │ │ │ │ ├── train.txt │ │ │ │ └── val.txt │ │ ├── pseudo_loveda_dataset │ │ │ ├── ann_dir │ │ │ │ ├── 0.png │ │ │ │ ├── 1.png │ │ │ │ └── 2.png │ │ │ └── img_dir │ │ │ │ ├── 0.png │ │ │ │ ├── 1.png │ │ │ │ └── 2.png │ │ ├── pseudo_potsdam_dataset │ │ │ ├── ann_dir │ │ │ │ └── 2_10_0_0_512_512.png │ │ │ └── img_dir │ │ │ │ └── 2_10_0_0_512_512.png │ │ ├── pseudo_vaihingen_dataset │ │ │ ├── ann_dir │ │ │ │ └── area1_0_0_512_512.png │ │ │ └── img_dir │ │ │ │ └── area1_0_0_512_512.png │ │ └── seg.png │ ├── test_apis │ │ └── test_single_gpu.py │ ├── test_config.py │ ├── test_core │ │ ├── test_layer_decay_optimizer_constructor.py │ │ └── test_optimizer.py │ ├── test_data │ │ ├── test_dataset.py │ │ ├── test_dataset_builder.py │ │ ├── test_loading.py │ │ ├── test_transform.py │ │ └── test_tta.py │ ├── test_digit_version.py │ ├── test_eval_hook.py │ ├── test_inference.py │ ├── test_metrics.py │ ├── test_models │ │ ├── __init__.py │ │ ├── test_backbones │ │ │ ├── __init__.py │ │ │ ├── test_beit.py │ │ │ ├── test_bisenetv1.py │ │ │ ├── test_bisenetv2.py │ │ │ ├── test_blocks.py │ │ │ ├── test_cgnet.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_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 │ │ │ └── utils.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_da_head.py │ │ │ ├── test_decode_head.py │ │ │ ├── test_dm_head.py │ │ │ ├── test_dnl_head.py │ │ │ ├── test_dpt_head.py │ │ │ ├── test_ema_head.py │ │ │ ├── test_enc_head.py │ │ │ ├── test_fcn_head.py │ │ │ ├── test_gc_head.py │ │ │ ├── test_isa_head.py │ │ │ ├── test_knet_head.py │ │ │ ├── test_lraspp_head.py │ │ │ ├── test_nl_head.py │ │ │ ├── test_ocr_head.py │ │ │ ├── test_point_head.py │ │ │ ├── test_psa_head.py │ │ │ ├── test_psp_head.py │ │ │ ├── test_segformer_head.py │ │ │ ├── test_segmenter_mask_head.py │ │ │ ├── test_setr_mla_head.py │ │ │ ├── test_setr_up_head.py │ │ │ ├── test_stdc_head.py │ │ │ ├── test_uper_head.py │ │ │ └── utils.py │ │ ├── test_losses │ │ │ ├── __init__.py │ │ │ ├── test_ce_loss.py │ │ │ ├── test_dice_loss.py │ │ │ ├── test_focal_loss.py │ │ │ ├── test_lovasz_loss.py │ │ │ ├── test_tversky_loss.py │ │ │ └── test_utils.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_encoder_decoder.py │ │ │ └── utils.py │ │ └── test_utils │ │ │ ├── __init__.py │ │ │ ├── test_embed.py │ │ │ └── test_shape_convert.py │ ├── test_sampler.py │ └── test_utils │ │ ├── test_misc.py │ │ ├── test_set_env.py │ │ └── test_util_distribution.py │ └── tools │ ├── analyze_logs.py │ ├── benchmark.py │ ├── browse_dataset.py │ ├── confusion_matrix.py │ ├── convert_datasets │ ├── chase_db1.py │ ├── cityscapes.py │ ├── coco_stuff10k.py │ ├── coco_stuff164k.py │ ├── drive.py │ ├── hrf.py │ ├── isaid.py │ ├── loveda.py │ ├── pascal_context.py │ ├── potsdam.py │ ├── stare.py │ ├── vaihingen.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 │ └── vitjax2mmseg.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 ├── loss ├── __init__.py ├── base_loss.py ├── cls_loss.py └── gan_loss.py ├── model ├── .DS_Store ├── __init__.py ├── _emo_ios.py ├── basic_modules.py ├── cls_factory.py └── emo.py ├── optim ├── __init__.py └── scheduler.py ├── resources ├── .DS_Store ├── DeepLabv3_EMO_1M │ └── 20221104_012836.log ├── DeepLabv3_EMO_2M │ └── 20221104_101732.log ├── DeepLabv3_EMO_5M │ └── 20221104_012830.log ├── EMO_1M │ ├── log_train.txt │ └── net.pth ├── EMO_2M │ ├── log_train.txt │ └── net.pth ├── EMO_5M │ ├── log_train.txt │ └── net.pth ├── EMO_6M │ ├── log_train.txt │ └── net.pth ├── PSPNet_EMO_1M │ └── 20221104_101711.log ├── PSPNet_EMO_2M │ └── 20221104_101802.log ├── PSPNet_EMO_5M │ └── 20221104_012908.log ├── RetinaNet_EMO_1M │ ├── .DS_Store │ └── 20221102_234131.log ├── RetinaNet_EMO_2M │ ├── .DS_Store │ └── 20221102_220520.log ├── RetinaNet_EMO_5M │ ├── .DS_Store │ └── 20221101_012220.log ├── 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