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 201–225 of 5035 papers

Title	Date	Tasks	Status	Hype
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates	Apr 2, 2025	Computational EfficiencyImage Segmentation	—Unverified	0
STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation	Apr 2, 2025	Image SegmentationLanguage Modeling	CodeCode Available	1
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-Training	Apr 2, 2025	DenoisingImage Reconstruction	CodeCode Available	0
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists	Apr 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation	Apr 1, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	1
Deconver: A Deconvolutional Network for Medical Image Segmentation	Apr 1, 2025	Image RestorationImage Segmentation	CodeCode Available	0
Self-Supervised Pretraining for Aerial Road Extraction	Mar 31, 2025	Image SegmentationSegmentation	—Unverified	0
WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation	Mar 31, 2025	Image SegmentationMedical Image Analysis	—Unverified	0
Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentation	Mar 31, 2025	GPUImage Segmentation	—Unverified	0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models	Mar 30, 2025	Image SegmentationLanguage Modeling	—Unverified	0
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	CodeCode Available	1
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation	Mar 30, 2025	Federated LearningImage Segmentation	—Unverified	0
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	—Unverified	0
A Novel Distance-Based Metric for Quality Assessment in Image Segmentation	Mar 28, 2025	Image SegmentationSegmentation	—Unverified	0
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation	Mar 28, 2025	AnatomyClustering	CodeCode Available	0
Enhancing DeepLabV3+ to Fuse Aerial and Satellite Images for Semantic Segmentation	Mar 28, 2025	Data AugmentationImage Segmentation	—Unverified	0
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study	Mar 28, 2025	Domain GeneralizationImage Segmentation	—Unverified	0
DSU-Net:An Improved U-Net Model Based on DINOv2 and SAM2 with Multi-scale Cross-model Feature Enhancement	Mar 27, 2025	Image Segmentationmodel	CodeCode Available	1
MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation	Mar 26, 2025	Federated LearningImage Segmentation	—Unverified	0
Show and Segment: Universal Medical Image Segmentation via In-Context Learning	Mar 25, 2025	Image SegmentationIn-Context Learning	—Unverified	0
SeLIP: Similarity Enhanced Contrastive Language Image Pretraining for Multi-modal Head MRI	Mar 25, 2025	Contrastive LearningImage Segmentation	—Unverified	0
BiPrompt-SAM: Enhancing Image Segmentation via Explicit Selection between Point and Text Prompts	Mar 25, 2025	Image SegmentationMixture-of-Experts	—Unverified	0
ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation	Mar 25, 2025	Image SegmentationLesion Segmentation	CodeCode Available	1
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation	Mar 25, 2025	Image SegmentationKolmogorov-Arnold Networks	—Unverified	0
Optimization of MedSAM model based on bounding box adaptive perturbation algorithm	Mar 25, 2025	Image SegmentationMedical Image 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