├── .gitignore ├── LICENSE ├── Motion_Dataset_Download.md ├── Motion_Dataset_Preview.md ├── README.md ├── configs ├── data │ ├── cscapes.py │ ├── cscapesvps.py │ ├── cscapesvps_motion.py │ ├── cscapesvps_motion_supp.py │ ├── cscapesvps_motion_supp_2048.py │ ├── cscapesvps_repeat.py │ ├── davis.py │ ├── idd.py │ ├── idd_annots.py │ ├── idd_supp.py │ ├── kittimots.py │ ├── kittimots_motion.py │ └── kittimots_motion_supp.py ├── experiments │ └── general.py ├── infer_cscapesvps.py ├── infer_cscapesvps_pq.py ├── infer_kittimots.py ├── misc │ ├── debug_classagnostic_loaders.py │ ├── visualise_mod_cscapesvps.py │ └── visualise_mod_kittimots.py └── models │ ├── backbone_1stream.py │ ├── backbone_2stream.py │ ├── backbone_2stream_tfstyle.py │ ├── bbox_head.py │ ├── ca_appearance_mahalanobis_head.py │ ├── ca_appearance_map.py │ ├── ca_motion_head.py │ ├── neck.py │ └── panoptic_head.py ├── images └── VCA_Teaser.png ├── mmdet ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ └── train.py ├── core │ ├── __init__.py │ ├── anchor │ │ ├── __init__.py │ │ ├── anchor_generator.py │ │ ├── anchor_target.py │ │ ├── guided_anchor_target.py │ │ ├── point_generator.py │ │ └── point_target.py │ ├── bbox │ │ ├── __init__.py │ │ ├── assign_sampling.py │ │ ├── assigners │ │ │ ├── __init__.py │ │ │ ├── approx_max_iou_assigner.py │ │ │ ├── assign_result.py │ │ │ ├── atss_assigner.py │ │ │ ├── base_assigner.py │ │ │ ├── max_iou_assigner.py │ │ │ └── point_assigner.py │ │ ├── bbox_target.py │ │ ├── demodata.py │ │ ├── geometry.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── base_sampler.py │ │ │ ├── combined_sampler.py │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ ├── ohem_sampler.py │ │ │ ├── pseudo_sampler.py │ │ │ ├── random_sampler.py │ │ │ └── sampling_result.py │ │ └── transforms.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── bbox_overlaps.py │ │ ├── class_names.py │ │ ├── coco_utils.py │ │ ├── eval_hooks.py │ │ ├── mean_ap.py │ │ └── recall.py │ ├── fp16 │ │ ├── __init__.py │ │ ├── decorators.py │ │ ├── hooks.py │ │ └── utils.py │ ├── mask │ │ ├── __init__.py │ │ ├── mask_target.py │ │ └── utils.py │ ├── post_processing │ │ ├── __init__.py │ │ ├── bbox_nms.py │ │ ├── matrix_nms.py │ │ └── merge_augs.py │ └── utils │ │ ├── __init__.py │ │ ├── colormap.py │ │ ├── dist_utils.py │ │ ├── map.py │ │ ├── misc.py │ │ └── post_proc_utils.py ├── datasets │ ├── __init__.py │ ├── builder.py │ ├── cityscapes.py │ ├── cityscapes_ps.py │ ├── cityscapes_vps.py │ ├── cityscapes_vps_segonly.py │ ├── coco.py │ ├── custom.py │ ├── dataset_wrappers.py │ ├── kittimots.py │ ├── loader │ │ ├── __init__.py │ │ ├── build_loader.py │ │ └── sampler.py │ ├── motion_dataset.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── compose.py │ │ ├── formating.py │ │ ├── instaboost.py │ │ ├── loading.py │ │ ├── test_aug.py │ │ └── transforms.py │ ├── registry.py │ ├── utils.py │ ├── voc.py │ ├── wider_face.py │ └── xml_style.py ├── metrics.py ├── models │ ├── __init__.py │ ├── anchor_heads │ │ ├── __init__.py │ │ ├── anchor_head.py │ │ ├── atss_head.py │ │ ├── decoupled_solo_head.py │ │ ├── decoupled_solo_light_head.py │ │ ├── fcos_head.py │ │ ├── fovea_head.py │ │ ├── free_anchor_retina_head.py │ │ ├── ga_retina_head.py │ │ ├── ga_rpn_head.py │ │ ├── guided_anchor_head.py │ │ ├── panoptic_head.py │ │ ├── reppoints_head.py │ │ ├── retina_head.py │ │ ├── retina_sepbn_head.py │ │ ├── rpn_head.py │ │ ├── solo_head.py │ │ ├── solov2_head.py │ │ ├── solov2_light_head.py │ │ └── ssd_head.py │ ├── backbones │ │ ├── __init__.py │ │ ├── hrnet.py │ │ ├── resnet.py │ │ ├── resnet_tfstyle.py │ │ ├── resnext.py │ │ └── ssd_vgg.py │ ├── bbox_heads │ │ ├── __init__.py │ │ ├── bbox_head.py │ │ ├── convfc_bbox_head.py │ │ └── double_bbox_head.py │ ├── builder.py │ ├── ca_heads │ │ ├── __init__.py │ │ ├── appearance_ca_abstract.py │ │ ├── appearance_ca_mahalanobis.py │ │ ├── appearance_ca_map.py │ │ └── compose_ca.py │ ├── detectors │ │ ├── __init__.py │ │ ├── atss.py │ │ ├── base.py │ │ ├── cascade_rcnn.py │ │ ├── double_head_rcnn.py │ │ ├── fast_rcnn.py │ │ ├── faster_rcnn.py │ │ ├── fcos.py │ │ ├── fovea.py │ │ ├── grid_rcnn.py │ │ ├── htc.py │ │ ├── mask_rcnn.py │ │ ├── mask_scoring_rcnn.py │ │ ├── reppoints_detector.py │ │ ├── retinanet.py │ │ ├── rpn.py │ │ ├── single_stage.py │ │ ├── single_stage_ins.py │ │ ├── solo.py │ │ ├── solov2.py │ │ ├── test_mixins.py │ │ └── two_stage.py │ ├── losses │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── balanced_l1_loss.py │ │ ├── cross_entropy_loss.py │ │ ├── focal_loss.py │ │ ├── ghm_loss.py │ │ ├── iou_loss.py │ │ ├── mse_loss.py │ │ ├── smooth_l1_loss.py │ │ └── utils.py │ ├── mask_heads │ │ ├── __init__.py │ │ ├── fcn_mask_head.py │ │ ├── fused_semantic_head.py │ │ ├── grid_head.py │ │ ├── htc_mask_head.py │ │ ├── mask_feat_head.py │ │ └── maskiou_head.py │ ├── necks │ │ ├── __init__.py │ │ ├── bfp.py │ │ ├── fpn.py │ │ ├── fpn_flo_warp.py │ │ ├── hrfpn.py │ │ └── nas_fpn.py │ ├── plugins │ │ ├── __init__.py │ │ ├── generalized_attention.py │ │ └── non_local.py │ ├── registry.py │ ├── roi_extractors │ │ ├── __init__.py │ │ └── single_level.py │ ├── shared_heads │ │ ├── __init__.py │ │ └── res_layer.py │ ├── track_heads │ │ ├── __init__.py │ │ └── track_head.py │ ├── tracker_inference.py │ └── utils │ │ ├── __init__.py │ │ ├── conv_module.py │ │ ├── conv_ws.py │ │ ├── fpn_utils.py │ │ ├── functional.py │ │ ├── functions │ │ ├── __init__.py │ │ ├── aggregation_refpad.py │ │ ├── aggregation_zeropad.py │ │ └── utils.py │ │ ├── modules │ │ ├── __init__.py │ │ └── aggregation.py │ │ ├── norm.py │ │ ├── scale.py │ │ ├── sta_module.py │ │ └── weight_init.py ├── ops │ ├── __init__.py │ ├── context_block.py │ ├── dcn │ │ ├── __init__.py │ │ ├── deform_conv.py │ │ ├── deform_pool.py │ │ └── src │ │ │ ├── deform_conv_cuda.cpp │ │ │ ├── deform_conv_cuda_kernel.cu │ │ │ ├── deform_pool_cuda.cpp │ │ │ └── deform_pool_cuda_kernel.cu │ ├── masked_conv │ │ ├── __init__.py │ │ ├── masked_conv.py │ │ └── src │ │ │ ├── masked_conv2d_cuda.cpp │ │ │ └── masked_conv2d_kernel.cu │ ├── nms │ │ ├── __init__.py │ │ ├── nms_wrapper.py │ │ └── src │ │ │ ├── nms_cpu.cpp │ │ │ ├── nms_cuda.cpp │ │ │ ├── nms_kernel.cu │ │ │ ├── soft_nms_cpu.cpp │ │ │ └── soft_nms_cpu.pyx │ ├── roi_align │ │ ├── __init__.py │ │ ├── gradcheck.py │ │ ├── roi_align.py │ │ └── src │ │ │ ├── roi_align_cuda.cpp │ │ │ └── roi_align_kernel.cu │ ├── roi_pool │ │ ├── __init__.py │ │ ├── gradcheck.py │ │ ├── roi_pool.py │ │ └── src │ │ │ ├── roi_pool_cuda.cpp │ │ │ └── roi_pool_kernel.cu │ ├── sigmoid_focal_loss │ │ ├── __init__.py │ │ ├── sigmoid_focal_loss.py │ │ └── src │ │ │ ├── sigmoid_focal_loss.cpp │ │ │ └── sigmoid_focal_loss_cuda.cu │ └── utils │ │ ├── __init__.py │ │ └── src │ │ └── compiling_info.cpp ├── utils │ ├── __init__.py │ ├── contextmanagers.py │ ├── flops_counter.py │ ├── logger.py │ ├── profiling.py │ ├── registry.py │ └── util_mixins.py └── version.py ├── requirements.txt ├── requirements ├── build.txt ├── optional.txt ├── runtime.txt └── tests.txt ├── setup.py ├── tests └── test_loader.py └── tools ├── __init__.py ├── dataset ├── __init__.py ├── base_dataset.py └── cityscapes_vps.py ├── test_eval_caq.py ├── test_eval_ipq.py ├── test_vis.py └── train.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MSiam/video_class_agnostic_segmentation/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MSiam/video_class_agnostic_segmentation/HEAD/LICENSE -------------------------------------------------------------------------------- /Motion_Dataset_Download.md: -------------------------------------------------------------------------------- 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