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 76–100 of 5035 papers

Title	Date	Tasks	Status	Hype
PathFL: Multi-Alignment Federated Learning for Pathology Image Segmentation	May 28, 2025	Federated LearningImage Segmentation	CodeCode Available	0
MAMBO-NET: Multi-Causal Aware Modeling Backdoor-Intervention Optimization for Medical Image Segmentation Network	May 28, 2025	Causal InferenceImage Segmentation	—Unverified	0
Geometric Feature Prompting of Image Segmentation Models	May 27, 2025	Image SegmentationSegmentation	—Unverified	0
The Missing Point in Vision Transformers for Universal Image Segmentation	May 26, 2025	Image SegmentationInstance Segmentation	CodeCode Available	2
LlamaSeg: Image Segmentation via Autoregressive Mask Generation	May 26, 2025	Image SegmentationSegmentation	—Unverified	0
LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation	May 26, 2025	Data AugmentationDomain Generalization	CodeCode Available	1
What You Perceive Is What You Conceive: A Cognition-Inspired Framework for Open Vocabulary Image Segmentation	May 26, 2025	Image SegmentationSegmentation	—Unverified	0
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image Segmentation	May 25, 2025	Computed Tomography (CT)Contrastive Learning	CodeCode Available	0
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model	May 25, 2025	cross-modal alignmentImage Segmentation	—Unverified	0
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation	May 25, 2025	Image SegmentationLong-range modeling	CodeCode Available	0
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation	May 24, 2025	Image SegmentationKolmogorov-Arnold Networks	CodeCode Available	0
MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation	May 24, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of Thoughts	May 24, 2025	Image SegmentationInstance Segmentation	CodeCode Available	0
FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation	May 23, 2025	DecoderImage Segmentation	—Unverified	0
CENet: Context Enhancement Network for Medical Image Segmentation	May 23, 2025	DecoderImage Segmentation	CodeCode Available	1
Auto-nnU-Net: Towards Automated Medical Image Segmentation	May 22, 2025	AutoMLComputational Efficiency	CodeCode Available	0
Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation	May 22, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation	May 22, 2025	Data AugmentationImage Segmentation	—Unverified	0
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World	May 22, 2025	Autonomous DrivingBackdoor Attack	—Unverified	0
TAGS: 3D Tumor-Adaptive Guidance for SAM	May 21, 2025	AnatomyImage Segmentation	—Unverified	0
P3Net: Progressive and Periodic Perturbation for Semi-Supervised Medical Image Segmentation	May 21, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning	May 21, 2025	Image SegmentationMamba	CodeCode Available	1
Zero-Shot Gaze-based Volumetric Medical Image Segmentation	May 21, 2025	Image SegmentationInteractive Segmentation	—Unverified	0
TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation	May 20, 2025	Image SegmentationMedical Image Analysis	—Unverified	0
Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry	May 20, 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