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 2351–2375 of 5035 papers

Title	Date	Tasks	Status
Federated Data Model	Mar 13, 2024	DiversityImage Segmentation	—Unverified
Federated Contrastive Learning for Volumetric Medical Image Segmentation	Apr 23, 2022	Contrastive LearningFederated Learning	—Unverified
FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation	Nov 7, 2024	Federated LearningImage Segmentation	—Unverified
Clustering Approach Towards Image Segmentation: An Analytical Study	Jul 30, 2014	ClusteringImage Segmentation	—Unverified
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation	Mar 19, 2023	Dimensionality ReductionEnsemble Learning	—Unverified
Feature Sensitive Label Fusion with Random Walker for Atlas-based Image Segmentation	Oct 24, 2016	Image SegmentationSemantic Segmentation	—Unverified
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified
Feature Selective Transformer for Semantic Image Segmentation	Mar 26, 2022	feature selectionImage Segmentation	—Unverified
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation	Jul 24, 2018	Image SegmentationSegmentation	—Unverified
Feature Fusion Encoder Decoder Network For Automatic Liver Lesion Segmentation	Mar 28, 2019	DecoderImage Segmentation	—Unverified
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation	Apr 8, 2022	Image SegmentationSegmentation	—Unverified
Cloud Cover Nowcasting with Deep Learning	Sep 24, 2020	Deep LearningImage Segmentation	—Unverified
Feature Decoupling-Recycling Network for Fast Interactive Segmentation	Aug 7, 2023	Image SegmentationInteractive Segmentation	—Unverified
Clothing Co-Parsing by Joint Image Segmentation and Labeling	Feb 3, 2015	Image SegmentationSemantic Segmentation	—Unverified
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image	Nov 11, 2023	Image SegmentationSegmentation	—Unverified
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation	Jul 22, 2024	DenoisingImage Segmentation	—Unverified
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation	Mar 18, 2022	Federated LearningImage Segmentation	—Unverified
A quantum segmentation algorithm based on local adaptive threshold for NEQR image	Oct 2, 2023	BinarizationImage Segmentation	—Unverified
A Formal Evaluation of PSNR as Quality Measurement Parameter for Image Segmentation Algorithms	May 23, 2016	Image SegmentationSegmentation	—Unverified
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation	Feb 9, 2025	Image SegmentationMedical Image Segmentation	—Unverified
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images	Jul 29, 2022	DecoderImage Segmentation	—Unverified
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation	Mar 20, 2025	Image SegmentationSegmentation	—Unverified
FaultNet: Faulty Rail-Valves Detection using Deep Learning and Computer Vision	Nov 9, 2019	Defect DetectionFault Detection	—Unverified

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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