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 101–125 of 5035 papers

Title	Date	Tasks	Status	Hype
Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry	May 20, 2025	Image SegmentationSemantic 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
AoP-SAM: Automation of Prompts for Efficient Segmentation	May 17, 2025	Image SegmentationPrompt Engineering	—Unverified	0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging	May 17, 2025	Image SegmentationLanguage Modeling	—Unverified	0
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation	May 17, 2025	Image SegmentationMamba	CodeCode Available	1
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis	May 17, 2025	Image SegmentationSemantic Segmentation	—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
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
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation	May 15, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation	May 15, 2025	Image SegmentationLesion Segmentation	CodeCode Available	1
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation	May 15, 2025	Data AugmentationImage Segmentation	CodeCode Available	0
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes	May 14, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Recent Advances in Medical Imaging Segmentation: A Survey	May 14, 2025	Domain AdaptationFew-Shot Learning	CodeCode Available	2
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation	May 14, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results	May 13, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation	May 13, 2025	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Skull stripping with purely synthetic data	May 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent	May 12, 2025	AI AgentData Interaction	—Unverified	0
Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework	May 12, 2025	Image SegmentationKidney Function	CodeCode Available	0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation	May 11, 2025	Autonomous DrivingDomain Adaptation	—Unverified	0
Structured Prediction with Abstention via the Lovász Hinge	May 9, 2025	Image SegmentationPrediction	—Unverified	0
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation	May 9, 2025	DiagnosticImage Segmentation	—Unverified	0
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation	May 9, 2025	Image GenerationImage Segmentation	CodeCode Available	2

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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