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 1351–1375 of 5035 papers

Title	Date	Tasks	Status
A quantum segmentation algorithm based on local adaptive threshold for NEQR image	Oct 2, 2023	BinarizationImage Segmentation	—Unverified
Cloud Cover Nowcasting with Deep Learning	Sep 24, 2020	Deep LearningImage Segmentation	—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
Clothing Co-Parsing by Joint Image Segmentation and Labeling	Feb 3, 2015	Image SegmentationSemantic Segmentation	—Unverified
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation	Mar 18, 2022	Federated LearningImage Segmentation	—Unverified
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images	Apr 9, 2019	ClusteringImage Segmentation	—Unverified
Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net	Jul 31, 2024	Image SegmentationSegmentation	—Unverified
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation	Mar 20, 2025	Image SegmentationSegmentation	—Unverified
Closed-Form Training of Conditional Random Fields for Large Scale Image Segmentation	Mar 27, 2014	FormImage Segmentation	—Unverified
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes	Mar 27, 2024	Image SegmentationSemantic Segmentation	—Unverified
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation	Nov 29, 2023	Cloud DetectionImage Segmentation	—Unverified
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy	May 19, 2023	Computed Tomography (CT)Denoising	—Unverified
A First Derivative Potts Model for Segmentation and Denoising Using ILP	Sep 21, 2017	DenoisingImage Segmentation	—Unverified
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer	Dec 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor	Dec 12, 2023	Image SegmentationSegmentation	—Unverified
Clickstream analysis for crowd-based object segmentation with confidence	Nov 25, 2016	Image SegmentationObject	—Unverified
A Priori Generalizability Estimate for a CNN	Feb 24, 2025	Diagnosticimage-classification	—Unverified
A Finite Element Computational Framework for Active Contours on Graphs	Oct 12, 2017	Image SegmentationSemantic Segmentation	—Unverified
A Comprehensive Review of Modern Object Segmentation Approaches	Jan 13, 2023	Image SegmentationObject	—Unverified
ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation	Feb 8, 2024	Image SegmentationSemantic Segmentation	—Unverified
Clicks2Line: Using Lines for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	—Unverified
A Principled Deep Random Field Model for Image Segmentation	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
Clicking Matters:Towards Interactive Human Parsing	Nov 11, 2021	Human ParsingImage Segmentation	—Unverified
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified
End-to-End Defect Detection in Automated Fiber Placement Based on Artificially Generated Data	Oct 11, 2019	Defect DetectionImage Segmentation	—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