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 1–25 of 5035 papers

Title	Date	Tasks	Status	Hype
DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion Model	Jul 17, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Unified Medical Image Segmentation with State Space Modeling Snake	Jul 17, 2025	Image SegmentationMamba	—Unverified	0
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation	Jul 15, 2025	Image SegmentationSegmentation	CodeCode Available	2
U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV	Jul 15, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight Computers	Jul 14, 2025	Image SegmentationSegmentation	CodeCode Available	0
Prompt Engineering in Segment Anything Model: Methodologies, Applications, and Emerging Challenges	Jul 13, 2025	Image SegmentationPrompt Engineering	—Unverified	0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks	Jul 11, 2025	image-classificationImage Classification	—Unverified	0
HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation	Jul 10, 2025	GPUImage Segmentation	CodeCode Available	0
Rethinking Query-based Transformer for Continual Image Segmentation	Jul 10, 2025	Continual LearningImage Segmentation	CodeCode Available	1
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations	Jul 8, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models	Jul 8, 2025	cross-modal alignmentImage Segmentation	CodeCode Available	1
OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts	Jul 7, 2025	Image SegmentationPanoptic Segmentation	—Unverified	0
SAMed-2: Selective Memory Enhanced Medical Segment Anything Model	Jul 4, 2025	Continual LearningImage Segmentation	CodeCode Available	1
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation	Jul 4, 2025	AnatomyDisentanglement	—Unverified	0
No time to train! Training-Free Reference-Based Instance Segmentation	Jul 3, 2025	Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection	CodeCode Available	3
Autoadaptive Medical Segment Anything Model	Jul 2, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy	Jul 2, 2025	Data AugmentationGeneralized Referring Expression Segmentation	CodeCode Available	1
Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays	Jul 1, 2025	AllImage Segmentation	—Unverified	0
MedSAM-CA: A CNN-Augmented ViT with Attention-Enhanced Multi-Scale Fusion for Medical Image Segmentation	Jun 30, 2025	DecoderImage Segmentation	—Unverified	0
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder	Jun 28, 2025	Image SegmentationLarge Language Model	CodeCode Available	1
ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts	Jun 27, 2025	Image SegmentationSegmentation	—Unverified	0
MedPrompt: LLM-CNN Fusion with Weight Routing for Medical Image Segmentation and Classification	Jun 26, 2025	Image SegmentationLarge Language Model	—Unverified	0
Segment Anything in Pathology Images with Natural Language	Jun 26, 2025	DiagnosticFeature Importance	—Unverified	0
AI-Driven MRI-based Brain Tumour Segmentation Benchmarking	Jun 25, 2025	BenchmarkingImage Segmentation	—Unverified	0
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation	Jun 25, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	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