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 151–175 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Generative Medical Segmentation	Mar 27, 2024	DecoderDomain Generalization	CodeCode Available	2	5
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation	Jul 15, 2025	Image SegmentationSegmentation	CodeCode Available	2	5
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation	Mar 8, 2024	Federated LearningImage Segmentation	CodeCode Available	2	5
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation	Aug 21, 2024	Image SegmentationMamba	CodeCode Available	2	5
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation	Jul 19, 2024	DecoderImage Segmentation	CodeCode Available	2	5
Image Segmentation in Foundation Model Era: A Survey	Aug 23, 2024	Image SegmentationInstance Segmentation	CodeCode Available	2	5
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation	Dec 12, 2024	Cross-Domain Few-ShotDomain Generalization	CodeCode Available	2	5
FocalClick: Towards Practical Interactive Image Segmentation	Apr 6, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2	5
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation	Jul 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation	Dec 18, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	2	5
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation	Feb 13, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
LViT: Language meets Vision Transformer in Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
EasyPortrait -- Face Parsing and Portrait Segmentation Dataset	Apr 26, 2023	DiversityDomain Generalization	CodeCode Available	2	5
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Diversified and Personalized Multi-rater Medical Image Segmentation	Mar 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation	Dec 5, 2024	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	2	5
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation	Sep 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation	Sep 28, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	2	5
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark	Feb 28, 2022	Image SegmentationInductive Bias	CodeCode Available	2	5
Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation	May 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context	Jun 8, 2024	Conditional Image GenerationDenoising	CodeCode Available	2	5
MedLSAM: Localize and Segment Anything Model for 3D CT Images	Jun 26, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	2	5
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	Apr 26, 2023	Domain AdaptationDomain Generalization	CodeCode Available	2	5
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation	Jul 17, 2023	DecoderImage Segmentation	CodeCode Available	2	5
Diffusion models as plug-and-play priors	Jun 17, 2022	Combinatorial OptimizationDenoising	CodeCode Available	2	5

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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