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Interactive Segmentation

Papers

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Showing 101–110 of 255 papers

Title	Date	Tasks	Status	Hype
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified	0
NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks	Jan 1, 2025	Interactive SegmentationSegmentation	—Unverified	0
SAM-REF: Introducing Image-Prompt Synergy during Interaction for Detail Enhancement in the Segment Anything Model	Jan 1, 2025	Interactive Segmentation	—Unverified	0
VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation	Dec 20, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	0
MultiverSeg: Scalable Interactive Segmentation of Biomedical Imaging Datasets with In-Context Guidance	Dec 19, 2024	Interactive SegmentationSegmentation	—Unverified	0
SPT: Sequence Prompt Transformer for Interactive Image Segmentation	Dec 13, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available	0
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects	Dec 5, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	0
Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine	Nov 29, 2024	Interactive SegmentationMedical Image Analysis	CodeCode Available	0
CellPilot	Nov 23, 2024	DiagnosticInteractive Segmentation	CodeCode Available	0

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All datasets GrabCut DAVIS Berkeley SBD DAVIS-585 PASCAL VOC Rooftop Cityscapes val COCO (Common Objects in Context)COCO minival DRIONS-DB PASCAL2COCO(Unseen)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DOS w/o GC	NoC@90	12.59	—	Unverified
2	DOS with GC	NoC@90	6.08	—	Unverified
3	RIS-Net	NoC@90	5	—	Unverified
4	Latent diversity	NoC@90	4.79	—	Unverified
5	BRS	NoC@90	3.6	—	Unverified
6	CM guidance	NoC@90	3.58	—	Unverified
7	IA+SA	NoC@90	3.07	—	Unverified
8	UCP-Net	NoC@90	2.76	—	Unverified
9	f-BRS-B (ResNet-34)	NoC@90	2.46	—	Unverified
10	RITM (HRNet18, SBD)	NoC@90	2.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DOS w/o GC	NoC@90	17.11	—	Unverified
2	DOS with GC	NoC@90	12.58	—	Unverified
3	Latent diversity	NoC@90	9.57	—	Unverified
4	BRS	NoC@90	8.24	—	Unverified
5	f-BRS-B (ResNet-101)	NoC@90	7.41	—	Unverified
6	EdgeFlow	NoC@90	5.77	—	Unverified
7	RITM (HRNet18, SBD)	NoC@90	5.74	—	Unverified
8	SimpleClick (ViT-H, SBD)	NoC@90	5.34	—	Unverified
9	RITM (HRNet-32, C+L)	NoC@90	5.34	—	Unverified
10	IA-FP-Net	NoC@90	5.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CM guidance	NoC@90	5.6	—	Unverified
2	BRS	NoC@90	5.08	—	Unverified
3	IA+SA	NoC@90	4.94	—	Unverified
4	f-BRS-B (ResNet-50)	NoC@90	4.34	—	Unverified
5	RITM (HRNet18, SBD)	NoC@90	3.22	—	Unverified
6	UCP-Net	NoC@90	2.7	—	Unverified
7	EdgeFlow	NoC@90	2.4	—	Unverified
8	RITM (HRNet18, C+L)	NoC@90	2.26	—	Unverified
9	IA-FP-Net(HRNet, C+L)	NoC@90	2.12	—	Unverified
10	SimpleClick (ViT-H, SBD)	NoC@90	2.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DOS w/o GC	NoC@90	16.79	—	Unverified
2	DOS with GC	NoC@90	12.8	—	Unverified
3	Latent diversity	NoC@90	10.78	—	Unverified
4	BRS	NoC@90	9.78	—	Unverified
5	f-BRS-B (ResNet-101)	NoC@90	7.73	—	Unverified
6	RIS-Net	NoC@85	6.03	—	Unverified
7	FocalClick	NoC@90	5.59	—	Unverified
8	RITM (HRNet18, SBD)	NoC@90	5.43	—	Unverified
9	FocusCut	NoC@90	5.31	—	Unverified
10	IA-FP-Net(HRNet,SBD)	NoC@90	5.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FocalClick-B3-S2	NoC@90	2.76	—	Unverified
2	ViT-B+MST+CL	NoC@90	2.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdgeFlow	NoC@85	2.5	—	Unverified
2	ICL CFR-1 (ViT-H, C+L)	NoC@95	2.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IOG	Instance Average IoU	94	—	Unverified
2	IA+SA	NoC@80	3.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IOG	Instance Average IoU	83.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IOG	Instance Average IoU	85.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-B+MST+CL	NoC@85	2.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IA+SA	NoC@90	3.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IOG	Instance Average IoU	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-B+MST+CL	NoC@85	1.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IOG	Instance Average IoU	83.7	—	Unverified