Interactive Segmentation

Papers

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Showing 101–125 of 255 papers

Title	Date	Tasks	Status
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified
SAM-REF: Introducing Image-Prompt Synergy during Interaction for Detail Enhancement in the Segment Anything Model	Jan 1, 2025	Interactive Segmentation	—Unverified
NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks	Jan 1, 2025	Interactive SegmentationSegmentation	—Unverified
VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation	Dec 20, 2024	Image SegmentationInteractive Segmentation	CodeCode Available
MultiverSeg: Scalable Interactive Segmentation of Biomedical Imaging Datasets with In-Context Guidance	Dec 19, 2024	Interactive SegmentationSegmentation	—Unverified
SPT: Sequence Prompt Transformer for Interactive Image Segmentation	Dec 13, 2024	Image SegmentationInteractive Segmentation	—Unverified
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available
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
Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine	Nov 29, 2024	Interactive SegmentationMedical Image Analysis	CodeCode Available
SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation	Nov 23, 2024	Image SegmentationInteractive Segmentation	—Unverified
CellPilot	Nov 23, 2024	DiagnosticInteractive Segmentation	CodeCode Available
Repurposing Stable Diffusion Attention for Training-Free Unsupervised Interactive Segmentation	Nov 15, 2024	Image SegmentationInteractive Segmentation	—Unverified
RadioActive: 3D Radiological Interactive Segmentation Benchmark	Nov 12, 2024	Interactive SegmentationSegmentation	—Unverified
GaussianCut: Interactive segmentation via graph cut for 3D Gaussian Splatting	Nov 12, 2024	3DGSgraph construction	—Unverified
LIMIS: Towards Language-based Interactive Medical Image Segmentation	Oct 22, 2024	Image SegmentationInteractive Segmentation	—Unverified
Order-aware Interactive Segmentation	Oct 16, 2024	Interactive SegmentationSegmentation	—Unverified
SAM-REF: Rethinking Image-Prompt Synergy for Refinement in Segment Anything	Aug 21, 2024	Interactive Segmentation	—Unverified
Embodied Uncertainty-Aware Object Segmentation	Aug 8, 2024	Instance SegmentationInteractive Segmentation	—Unverified
SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation	Aug 8, 2024	DecoderInteractive Segmentation	—Unverified
Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation	Aug 7, 2024	Adversarial RobustnessImage Segmentation	—Unverified
Scribble-Based Interactive Segmentation of Medical Hyperspectral Images	Aug 5, 2024	Deep LearningInteractive Segmentation	—Unverified
Scale Disparity of Instances in Interactive Point Cloud Segmentation	Jul 19, 2024	Instance SegmentationInteractive Segmentation	—Unverified
Click-Gaussian: Interactive Segmentation to Any 3D Gaussians	Jul 16, 2024	Interactive SegmentationSegmentation	—Unverified
WSESeg: Introducing a Dataset for the Segmentation of Winter Sports Equipment with a Baseline for Interactive Segmentation	Jul 12, 2024	Instance SegmentationInteractive Segmentation	CodeCode Available
CoDA: Interactive Segmentation and Morphological Analysis of Dendroid Structures Exemplified on Stony Cold-Water Corals	Jun 26, 2024	Instance SegmentationInteractive Segmentation	CodeCode Available

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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