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 1701–1725 of 5035 papers

Title	Date	Tasks	Status
Railway LiDAR semantic segmentation based on intelligent semi-automated data annotation	Oct 17, 2024	3D Semantic SegmentationActive Learning	—Unverified
Probabilistic U-Net with Kendall Shape Spaces for Geometry-Aware Segmentations of Images	Oct 17, 2024	Image SegmentationSegmentation	—Unverified
SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation	Oct 17, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation	Oct 17, 2024	Domain AdaptationImage Segmentation	—Unverified
Explainable Binary Classification of Separable Shape Ensembles	Oct 16, 2024	Binary ClassificationClassification	—Unverified
Adaptive Prompt Learning with SAM for Few-shot Scanning Probe Microscope Image Segmentation	Oct 16, 2024	Image SegmentationPrompt Learning	—Unverified
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond	Oct 16, 2024	Image RestorationImage Segmentation	—Unverified
Mind the Context: Attention-Guided Weak-to-Strong Consistency for Enhanced Semi-Supervised Medical Image Segmentation	Oct 16, 2024	DiagnosticImage Segmentation	—Unverified
Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation	Oct 15, 2024	DiversityImage Segmentation	CodeCode Available
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation	Oct 14, 2024	Boundary DetectionImage Segmentation	CodeCode Available
Benefiting from Quantum? A Comparative Study of Q-Seg, Quantum-Inspired Techniques, and U-Net for Crack Segmentation	Oct 14, 2024	Crack SegmentationImage Segmentation	—Unverified
Pubic Symphysis-Fetal Head Segmentation Network Using BiFormer Attention Mechanism and Multipath Dilated Convolution	Oct 14, 2024	DecoderImage Segmentation	—Unverified
Data Adaptive Few-shot Multi Label Segmentation with Foundation Model	Oct 13, 2024	Image SegmentationOne-Shot Segmentation	—Unverified
Retrieval Instead of Fine-tuning: A Retrieval-based Parameter Ensemble for Zero-shot Learning	Oct 13, 2024	Computational EfficiencyImage Segmentation	—Unverified
A New Perspective to Boost Performance Fairness for Medical Federated Learning	Oct 12, 2024	FairnessFederated Learning	CodeCode Available
A SAM based Tool for Semi-Automatic Food Annotation	Oct 11, 2024	DecoderImage Segmentation	—Unverified
VideoSAM: Open-World Video Segmentation	Oct 11, 2024	Autonomous DrivingDecoder	—Unverified
Few Exemplar-Based General Medical Image Segmentation via Domain-Aware Selective Adaptation	Oct 11, 2024	General KnowledgeImage Segmentation	—Unverified
A Bayesian Approach to Weakly-supervised Laparoscopic Image Segmentation	Oct 11, 2024	Image SegmentationSegmentation	CodeCode Available
Parallel Watershed Partitioning: GPU-Based Hierarchical Image Segmentation	Oct 11, 2024	GPUImage Segmentation	—Unverified
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical Images	Oct 11, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer Segmentation	Oct 10, 2024	Deep LearningImage Segmentation	CodeCode Available
Shift and matching queries for video semantic segmentation	Oct 10, 2024	Image SegmentationSegmentation	—Unverified
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy	Oct 9, 2024	Domain AdaptationImage Segmentation	CodeCode Available

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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