Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 5035 papers

Title	Date	Tasks	Status	Hype
ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts	Jun 27, 2025	Image SegmentationSegmentation	—Unverified	0
Segment Anything in Pathology Images with Natural Language	Jun 26, 2025	DiagnosticFeature Importance	—Unverified	0
MedPrompt: LLM-CNN Fusion with Weight Routing for Medical Image Segmentation and Classification	Jun 26, 2025	Image SegmentationLarge Language Model	—Unverified	0
AI-Driven MRI-based Brain Tumour Segmentation Benchmarking	Jun 25, 2025	BenchmarkingImage Segmentation	—Unverified	0
EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis	Jun 25, 2025	Image SegmentationLesion Segmentation	—Unverified	0
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation	Jun 25, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Mixtures of Neural Cellular Automata: A Stochastic Framework for Growth Modelling and Self-Organization	Jun 25, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
SAM2-SGP: Enhancing SAM2 for Medical Image Segmentation via Support-Set Guided Prompting	Jun 24, 2025	Computed Tomography (CT)Image Segmentation	CodeCode Available	0
MedSeg-R: Medical Image Segmentation with Clinical Reasoning	Jun 23, 2025	DecoderImage Segmentation	—Unverified	0
Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention	Jun 23, 2025	DecoderImage Segmentation	CodeCode Available	1

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified