├── LICENSE ├── README.md ├── assets └── UltraSam_main.png ├── configs ├── UltraSAM │ ├── UltraSAM_full │ │ ├── UltraSAM_box_no_refine.py │ │ ├── UltraSAM_box_refine.py │ │ ├── UltraSAM_box_refine_APEUS.py │ │ ├── UltraSAM_box_refine_lora.py │ │ ├── UltraSAM_box_refine_med_sa.py │ │ ├── UltraSAM_point_no_refine.py │ │ ├── UltraSAM_point_refine.py │ │ ├── UltraSAM_point_refine_APEUS.py │ │ ├── UltraSAM_point_refine_SA1B.py │ │ ├── UltraSAM_point_refine_lora.py │ │ ├── UltraSAM_point_refine_med_sa.py │ │ ├── downstream │ │ │ ├── classification │ │ │ │ ├── BUSBRA │ │ │ │ │ ├── MedSAM.py │ │ │ │ │ ├── SAM.py │ │ │ │ │ ├── UltraSam.py │ │ │ │ │ ├── ViT.py │ │ │ │ │ ├── lora.py │ │ │ │ │ ├── med_sa.py │ │ │ │ │ └── resnet50.py │ │ │ │ ├── GIST514-DB │ │ │ │ │ ├── MedSAM.py │ │ │ │ │ ├── SAM.py │ │ │ │ │ ├── UltraSam.py │ │ │ │ │ ├── UltraSam_SA-1B.py │ │ │ │ │ ├── ViT.py │ │ │ │ │ ├── lora.py │ │ │ │ │ ├── lora_ultrasam.py │ │ │ │ │ ├── med_sa.py │ │ │ │ │ └── resnet50.py │ │ │ │ ├── MedSAM_MMotu2d.py │ │ │ │ ├── SAM_MMotu2d.py │ │ │ │ ├── UltraSam_MMotu2d.py │ │ │ │ ├── ViT_MMotu2d.py │ │ │ │ ├── lora_MMotu2d.py │ │ │ │ ├── med_sa_MMotu2d.py │ │ │ │ └── resnet50_MMotu2d.py │ │ │ └── segmentation │ │ │ │ ├── BUSBRA │ │ │ │ ├── MedSAM.py │ │ │ │ ├── SAM.py │ │ │ │ ├── UltraSam.py │ │ │ │ └── resnet.py │ │ │ │ ├── GIST514-DB │ │ │ │ ├── MedSAM.py │ │ │ │ ├── SAM.py │ │ │ │ ├── UltraSam.py │ │ │ │ ├── UltraSam_SA-1B.py │ │ │ │ └── resnet.py │ │ │ │ └── MMotu2d │ │ │ │ ├── MedSAM.py │ │ │ │ ├── SAM.py │ │ │ │ ├── UltraSam.py │ │ │ │ └── resnet.py │ │ └── zero_shot_vanilla_sam │ │ │ ├── box │ │ │ ├── BUSBRA.py │ │ │ ├── GIST514-DB.py │ │ │ └── MMotu2d.py │ │ │ └── point │ │ │ ├── BUSBRA.py │ │ │ ├── GIST514-DB.py │ │ │ └── MMotu2d.py │ └── UltraSAM_zero_shot │ │ ├── UltraSAM_box_refine_BUSBRA.py │ │ ├── UltraSAM_box_refine_GIST514.py │ │ ├── UltraSAM_box_refine_MMOTU.py │ │ ├── UltraSAM_point_no_refine_BUSBRA.py │ │ ├── UltraSAM_point_no_refine_GIST514.py │ │ ├── UltraSAM_point_no_refine_MMOTU.py │ │ ├── UltraSAM_point_refine_BUSBRA.py │ │ ├── UltraSAM_point_refine_GIST514.py │ │ └── UltraSAM_point_refine_MMOTU.py ├── _base_ │ ├── datasets │ │ ├── cityscapes_detection.py │ │ ├── cityscapes_instance.py │ │ ├── coco_detection.py │ │ ├── coco_instance.py │ │ ├── coco_instance_semantic.py │ │ ├── coco_panoptic.py │ │ ├── deepfashion.py │ │ ├── dresden.py │ │ ├── lvis_v0.5_instance.py │ │ ├── lvis_v1_instance.py │ │ ├── objects365v1_detection.py │ │ ├── objects365v2_detection.py │ │ ├── openimages_detection.py │ │ ├── sam_dataset.py │ │ ├── sam_dataset_bbox_prompt.py │ │ ├── sam_dataset_classification.py │ │ ├── sam_dataset_noMaskGT.py │ │ ├── sam_dataset_segmentation.py │ │ ├── sam_dataset_segmentation_lowRes.py │ │ ├── semi_coco_detection.py │ │ ├── voc0712.py │ │ └── wider_face.py │ ├── default_runtime.py │ ├── default_runtime_iter.py │ ├── default_runtime_iter_classification.py │ ├── models │ │ ├── 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 │ │ ├── mask2former_resnet50.py │ │ ├── mask2former_sam.py │ │ ├── med_sa.py │ │ ├── med_sa_classification.py │ │ ├── retinanet_r50_fpn.py │ │ ├── rpn_r50-caffe-c4.py │ │ ├── rpn_r50_fpn.py │ │ ├── sam.py │ │ ├── sam_classification.py │ │ ├── sam_classification_lora.py │ │ ├── sam_lora.py │ │ ├── sam_mask_refinement.py │ │ └── ssd300.py │ └── schedules │ │ ├── schedule_1x.py │ │ ├── schedule_20e.py │ │ └── schedule_2x.py └── deformable_detr │ ├── README.md │ ├── deformable-detr-refine-twostage_r50_16xb2-50e_coco.py │ ├── deformable-detr-refine_r50_16xb2-50e_coco.py │ ├── deformable-detr_r50_16xb2-50e_coco.py │ └── metafile.yml ├── datasets ├── datasets │ ├── 105US.py │ ├── ACOUSLIC.py │ ├── ASUS.py │ ├── AUL.py │ ├── AbdomenUS.py │ ├── BUID.py │ ├── BUS-BRA.py │ ├── BUS.py │ ├── BUSI.py │ ├── BUS_UC.py │ ├── BUS_UCLM.py │ ├── BrEaST.py │ ├── CAMUS.py │ ├── CardiacUDC.py │ ├── Common_Carotid_Artery_Ultrasound_Images.py │ ├── DDTI.py │ ├── EchoNet-Dynamic.py │ ├── EchoNet-Pediatric.py │ ├── FALLMUD.py │ ├── FASS.py │ ├── FH-PS-AOP.py │ ├── Fast-U-Net.py │ ├── GIST514-DB.py │ ├── HC.py │ ├── LUSS_phantom.py │ ├── MMOTU_2d.py │ ├── MMOTU_3d.py │ ├── MUP.py │ ├── MicroSeg.py │ ├── S1.py │ ├── STMUS_NDA.py │ ├── STU-Hospital.py │ ├── TG3K.py │ ├── TN3K.py │ ├── TNSCUI.py │ ├── UBPD.py │ ├── Ultrasound_Nerve_Segmentation.py │ ├── brachial_plexus.py │ ├── echoCP2.py │ ├── filter_anno.py │ ├── kidneyUS.py │ ├── regPro.py │ ├── segthy.py │ ├── thyroidultrasoundcineclip.py │ └── utils.py └── tools │ ├── create_agnostic_coco.py │ ├── merge_agnostic_coco.py │ ├── merge_subdir_coco.py │ └── split_coco.py ├── endosam ├── datasets │ ├── evaluation │ │ ├── LabelMetric.py │ │ ├── MultiLabelMetric.py │ │ └── __pycache__ │ │ │ ├── LabelMetric.cpython-38.pyc │ │ │ └── MultiLabelMetric.cpython-38.pyc │ └── transforms │ │ ├── __pycache__ │ │ ├── custom_pipeline.cpython-38.pyc │ │ └── point_formatting.cpython-38.pyc │ │ ├── custom_pipeline.py │ │ └── point_formatting.py ├── hooks │ ├── FreezeHook.py │ ├── MonkeyPatchHook.py │ ├── ValLossHook.py │ └── __pycache__ │ │ ├── FreezeHook.cpython-38.pyc │ │ ├── MonkeyPatchHook.cpython-38.pyc │ │ └── ValLossHook.cpython-38.pyc ├── models │ ├── backbones │ │ ├── MED_SA.py │ │ ├── __pycache__ │ │ │ ├── MED_SA.cpython-38.pyc │ │ │ ├── endoViT.cpython-38.pyc │ │ │ └── vit_sam.cpython-38.pyc │ │ ├── endoViT.py │ │ └── vit_sam.py │ ├── dense_heads │ │ ├── __pycache__ │ │ │ ├── sam_mask_class_decoder.cpython-38.pyc │ │ │ └── sam_mask_decoder.cpython-38.pyc │ │ ├── sam_mask_class_decoder.py │ │ ├── sam_mask_decoder.py │ │ └── sam_mask_decoder_lessGood.py │ ├── detectors │ │ ├── SAM.py │ │ └── __pycache__ │ │ │ └── SAM.cpython-38.pyc │ ├── task_modules │ │ ├── assigners │ │ │ ├── SAMassigner.py │ │ │ └── __pycache__ │ │ │ │ └── SAMassigner.cpython-38.pyc │ │ └── prior_generators │ │ │ ├── __pycache__ │ │ │ ├── label_encoder.cpython-38.pyc │ │ │ └── prompt_encoder.cpython-38.pyc │ │ │ ├── label_encoder.py │ │ │ └── prompt_encoder.py │ └── utils │ │ ├── __pycache__ │ │ ├── custom_functional.cpython-38.pyc │ │ ├── sam_layers.cpython-38.pyc │ │ └── visualization.cpython-38.pyc │ │ ├── custom_functional.py │ │ ├── sam_layers.py │ │ └── visualization.py └── visualization │ ├── __pycache__ │ └── point_visualization.cpython-38.pyc │ └── point_visualization.py ├── sample_dataset ├── sample_coco_MMOTU2D.json └── sample_images │ ├── test.MMOTU_2d__00000.png │ ├── test.MMOTU_2d__00001.png │ ├── test.MMOTU_2d__00002.png │ ├── test.MMOTU_2d__00003.png │ ├── test.MMOTU_2d__00004.png │ ├── test.MMOTU_2d__00005.png │ ├── test.MMOTU_2d__00006.png │ ├── test.MMOTU_2d__00007.png │ ├── test.MMOTU_2d__00008.png │ └── test.MMOTU_2d__00009.png └── weights ├── convert_sam_bb_to_mmdet.py ├── convert_sam_to_mmdet.py └── 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