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 3001–3025 of 5035 papers

Title	Date	Tasks	Status
A Comparative Tutorial of the Histogram-based Image Segmentation Methods	Feb 23, 2025	Image SegmentationSegmentation	—Unverified
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data	Nov 11, 2020	image-classificationImage Classification	—Unverified
A Comparison of Nature Inspired Algorithms for Multi-threshold Image Segmentation	May 28, 2014	Image SegmentationSegmentation	—Unverified
A Compositional Approach to Occlusion in Panoptic Segmentation	Sep 29, 2021	Image Segmentationobject-detection	—Unverified
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches	Mar 25, 2021	Articlesimage-classification	—Unverified
A Comprehensive Review of Modern Object Segmentation Approaches	Jan 13, 2023	Image SegmentationObject	—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
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks	Jun 4, 2025	EthicsExplainable artificial intelligence	—Unverified
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends	Feb 23, 2024	6D Visionimage-classification	—Unverified
A Comprehensive Survey of Transformers for Computer Vision	Nov 11, 2022	Anomaly DetectionDenoising	—Unverified
A Comprehensive Survey with Quantitative Comparison of Image Analysis Methods for Microorganism Biovolume Measurements	Feb 18, 2022	ArticlesImage Segmentation	—Unverified
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images	Sep 15, 2023	Image SegmentationSemantic Segmentation	—Unverified
A Computer Vision Pipeline for Automated Determination of Cardiac Structure and Function and Detection of Disease by Two-Dimensional Echocardiography	Jun 22, 2017	Image SegmentationSemantic Segmentation	—Unverified
A Connection between Feed-Forward Neural Networks and Probabilistic Graphical Models	Oct 30, 2017	General ClassificationImage Segmentation	—Unverified
A Contrario Selection of Optimal Partitions for Image Segmentation	May 6, 2013	Image SegmentationSegmentation	—Unverified
Active Contour Models Driven by Hyperbolic Mean Curvature Flow for Image Segmentation	Jun 7, 2025	Image SegmentationSemantic Segmentation	—Unverified
Active Contour Models for Manifold Valued Image Segmentation	Jun 26, 2013	Image SegmentationSegmentation	—Unverified
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers	Dec 19, 2023	DenoisingImage Segmentation	—Unverified
Active Contours with Group Similarity	Jun 1, 2013	Image SegmentationSemantic Segmentation	—Unverified
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation	May 23, 2022	Active LearningDomain Adaptation	—Unverified
Active Image Segmentation Propagation	Jun 1, 2016	Image SegmentationObject Discovery	—Unverified
Active Learning Enabled Low-cost Cell Image Segmentation Using Bounding Box Annotation	May 2, 2024	Active LearningCell Segmentation	—Unverified
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation	Dec 8, 2023	Active LearningDomain Adaptation	—Unverified
Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models	Jan 22, 2015	DenoisingImage Denoising	—Unverified
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training	Jun 5, 2022	Domain AdaptationImage 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