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 226–250 of 5035 papers

Title	Date	Tasks	Status	Hype
Your ViT is Secretly an Image Segmentation Model	Mar 24, 2025	DecoderImage Segmentation	CodeCode Available	4
PSO-UNet: Particle Swarm-Optimized U-Net Framework for Precise Multimodal Brain Tumor Segmentation	Mar 24, 2025	Brain Tumor SegmentationHyperparameter Optimization	—Unverified	0
ZECO: ZeroFusion Guided 3D MRI Conditional Generation	Mar 24, 2025	DiagnosticImage Segmentation	CodeCode Available	0
Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging	Mar 23, 2025	Cell SegmentationDiagnostic	—Unverified	0
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation	Mar 23, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-Disease-Aware Training Strategy for Cardiac MR Image Segmentation	Mar 23, 2025	Image SegmentationSegmentation	—Unverified	0
Topology preserving Image segmentation using the iterative convolution-thresholding method	Mar 22, 2025	Image SegmentationSegmentation	—Unverified	0
An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation	Mar 21, 2025	Image SegmentationLesion Segmentation	—Unverified	0
Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation	Mar 21, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Does a Rising Tide Lift All Boats? Bias Mitigation for AI-based CMR Segmentation	Mar 21, 2025	AllImage Segmentation	CodeCode Available	0
High Accuracy Pulmonary Vessel Segmentation for Contrast and Non-contrast CT Images and Clinical Evaluation	Mar 21, 2025	Image SegmentationMedical Diagnosis	—Unverified	0
MM-UNet: Meta Mamba UNet for Medical Image Segmentation	Mar 21, 2025	DecoderImage Segmentation	—Unverified	0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression	Mar 21, 2025	Image RegistrationImage Segmentation	—Unverified	0
Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images	Mar 21, 2025	Image SegmentationMamba	CodeCode Available	2
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation	Mar 20, 2025	Image SegmentationSegmentation	—Unverified	0
SALT: Singular Value Adaptation with Low-Rank Transformation	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Attentional Triple-Encoder Network in Spatiospectral Domains for Medical Image Segmentation	Mar 20, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight	Mar 19, 2025	Image SegmentationKnowledge Distillation	CodeCode Available	1
USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network	Mar 19, 2025	Autonomous DrivingDepth Estimation	—Unverified	0
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation	Mar 19, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation	Mar 19, 2025	Image SegmentationKolmogorov-Arnold Networks	—Unverified	0
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation	Mar 19, 2025	Computational EfficiencyFederated Learning	—Unverified	0
Organ-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering	Mar 18, 2025	BenchmarkingDescriptive	—Unverified	0
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT	Mar 18, 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