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 26–50 of 5035 papers

Title	Date	Tasks	Status	Hype
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
SafeClick: Error-Tolerant Interactive Segmentation of Any Medical Volumes via Hierarchical Expert Consensus	Jun 23, 2025	Image SegmentationInteractive Segmentation	CodeCode Available	0
Mobile Image Analysis Application for Mantoux Skin Test	Jun 22, 2025	3D ReconstructionEdge Detection	—Unverified	0
Pre-Trained LLM is a Semantic-Aware and Generalizable Segmentation Booster	Jun 22, 2025	DecoderImage Segmentation	CodeCode Available	2
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical Images	Jun 22, 2025	Image CompressionImage Segmentation	CodeCode Available	0
TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration	Jun 20, 2025	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention	Jun 18, 2025	Image AugmentationImage Segmentation	—Unverified	0
Pixel-wise Modulated Dice Loss for Medical Image Segmentation	Jun 17, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Image Segmentation with Large Language Models: A Survey with Perspectives for Intelligent Transportation Systems	Jun 17, 2025	Autonomous DrivingImage Segmentation	—Unverified	0
MorphSAM: Learning the Morphological Prompts from Atlases for Spine Image Segmentation	Jun 16, 2025	Image SegmentationPrompt Learning	—Unverified	0
Simple is what you need for efficient and accurate medical image segmentation	Jun 16, 2025	feature selectionImage Segmentation	CodeCode Available	0
Prohibited Items Segmentation via Occlusion-aware Bilayer Modeling	Jun 13, 2025	DecoderImage Segmentation	CodeCode Available	0
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models	Jun 12, 2025	Image SegmentationMedical Diagnosis	—Unverified	0
Semantic Localization Guiding Segment Anything Model For Reference Remote Sensing Image Segmentation	Jun 12, 2025	Image SegmentationSegmentation	—Unverified	0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation	Jun 12, 2025	Image SegmentationLong-range modeling	—Unverified	0
Generalist Models in Medical Image Segmentation: A Survey and Performance Comparison with Task-Specific Approaches	Jun 12, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
ConStyX: Content Style Augmentation for Generalizable Medical Image Segmentation	Jun 12, 2025	Domain GeneralizationImage Segmentation	CodeCode Available	0
SWDL: Stratum-Wise Difference Learning with Deep Laplacian Pyramid for Semi-Supervised 3D Intracranial Hemorrhage Segmentation	Jun 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image Segmentation	Jun 11, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
ELBO-T2IAlign: A Generic ELBO-Based Method for Calibrating Pixel-level Text-Image Alignment in Diffusion Models	Jun 11, 2025	Image GenerationImage Segmentation	—Unverified	0
ContextLoss: Context Information for Topology-Preserving Segmentation	Jun 10, 2025	Image SegmentationSemantic Segmentation	—Unverified	0

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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