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 101–110 of 5035 papers

Title	Date	Tasks	Status	Hype
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition	May 20, 2025	Conformal PredictionImage Segmentation	—Unverified	0
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey	May 19, 2025	ArticlesImage Segmentation	—Unverified	0
Mutual Evidential Deep Learning for Medical Image Segmentation	May 18, 2025	Deep LearningImage Segmentation	—Unverified	0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging	May 17, 2025	Image SegmentationLanguage Modeling	—Unverified	0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation	May 17, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis	May 17, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation	May 17, 2025	Image SegmentationMamba	CodeCode Available	1
AoP-SAM: Automation of Prompts for Efficient Segmentation	May 17, 2025	Image SegmentationPrompt Engineering	—Unverified	0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning	May 16, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Attention on the Sphere	May 16, 2025	Depth EstimationImage Segmentation	CodeCode Available	4

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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