├── LICENSE ├── README.md ├── benchmark.py ├── configs ├── one_stage │ └── deformable-detr-baseline │ │ └── 50eps │ │ ├── r50_deformable_detr.sh │ │ ├── r50_deformable_detr_plus_iterative_bbox_refinement.sh │ │ ├── r50_deformable_detr_single_scale.sh │ │ └── r50_deformable_detr_single_scale_dc5.sh └── two_stage │ ├── deformable-detr-baseline │ ├── 12eps │ │ ├── r50_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_n1800_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ └── swin │ │ │ ├── swin_large_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ ├── swin_large_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ ├── swin_tiny_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ └── swin_tiny_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── 24eps │ │ ├── r50_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ └── r50_n1800_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── 36eps │ │ ├── r50_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_n1800_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ └── swin │ │ │ ├── drop_path0.5_swin_large_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ ├── drop_path0.5_swin_large_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ ├── swin_tiny_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ │ └── swin_tiny_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── 50eps │ │ ├── r50_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── r50_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ └── r50_n1800_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── deformable-detr-hybrid-branch │ ├── 12eps │ ├── r101_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda0.1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda0.2_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda0.5_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group1_t300_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group2_t600_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group3_t900_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group4_t1200_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group5_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1200_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1500_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1800_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t300_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t600_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t900_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda2_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda5_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── swin │ │ ├── decay0.05_swin_tiny_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── swin_large_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── swin_large_hybrid_branch_lambda1_group6_t1500_n900_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── swin_small_22k_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ ├── swin_small_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ │ └── swin_tiny_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── 24eps │ ├── r50_hybrid_branch_lambda1_group6_t1500_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── r50_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── 36eps │ ├── r101_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1500_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── r50_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── swin │ ├── decay0.05_drop_path0.5_swin_large_hybrid_branch_lambda1_group6_t1500_n900_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── decay0.05_swin_tiny_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── drop_path0.5_swin_large_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── drop_path0.5_swin_large_hybrid_branch_lambda1_group6_t1500_n900_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── swin_small_22k_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ ├── swin_small_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh │ └── swin_tiny_hybrid_branch_lambda1_group6_t1500_dp0_mqs_lft_deformable_detr_plus_iterative_bbox_refinement_plus_plus_two_stage.sh ├── datasets ├── __init__.py ├── coco.py ├── coco_eval.py ├── coco_panoptic.py ├── data_prefetcher.py ├── panoptic_eval.py ├── samplers.py ├── torchvision_datasets │ ├── __init__.py │ └── coco.py └── transforms.py ├── engine.py ├── main.py ├── mmcv_custom ├── __init__.py ├── checkpoint.py └── runner │ ├── __init__.py │ ├── checkpoint.py │ └── epoch_based_runner.py ├── models ├── __init__.py ├── backbone.py ├── deformable_detr.py ├── deformable_transformer.py ├── matcher.py ├── ops │ ├── functions │ │ ├── __init__.py │ │ └── ms_deform_attn_func.py │ ├── make.sh │ ├── modules │ │ ├── __init__.py 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