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 2826–2850 of 5035 papers

Title	Date	Tasks	Status
Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation	Nov 15, 2022	ClusteringContrastive Learning	—Unverified
Learning Foreground-Background Segmentation from Improved Layered GANs	Apr 1, 2021	Generative Adversarial NetworkImage Segmentation	—Unverified
Unsupervised image segmentation by Global and local Criteria Optimization Based on Bayesian Networks	Jan 22, 2015	Image SegmentationSegmentation	—Unverified
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization	Jul 1, 2021	Image SegmentationScene Understanding	—Unverified
Unsupervised image segmentation using a simple MRF model with a new implementation scheme	Apr 27, 2004	Image SegmentationSegmentation	—Unverified
Unsupervised Image Segmentation using Mutual Mean-Teaching	Dec 16, 2020	Image SegmentationSegmentation	—Unverified
Unsupervised Image Segmentation using the Deffuant-Weisbuch Model from Social Dynamics	Apr 15, 2016	Image SegmentationSegmentation	—Unverified
Consistent estimation of the max-flow problem: Towards unsupervised image segmentation	Nov 1, 2018	Brain Tumor SegmentationDecision Making	—Unverified
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks	Oct 21, 2022	Image SegmentationSegmentation	—Unverified
Unsupervised learning of foreground object detection	Aug 14, 2018	Image SegmentationObject	—Unverified
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images	Nov 2, 2022	Domain AdaptationImage Segmentation	—Unverified
Unsupervised Multi-Class Joint Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation	Aug 20, 2019	Image SegmentationSegmentation	—Unverified
Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means	Apr 11, 2018	ClusteringImage Segmentation	—Unverified
Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations	Jul 13, 2022	ArticlesImage Segmentation	—Unverified
Unsupervised Reward-Driven Image Segmentation in Automated Scanning Transmission Electron Microscopy Experiments	Sep 19, 2024	Decision MakingImage Segmentation	—Unverified
Unsupervised Segmentation by Diffusing, Walking and Cutting	Dec 6, 2024	Image SegmentationSegmentation	—Unverified
Unsupervised Segmentation Incorporating Shape Prior via Generative Adversarial Networks	Jan 1, 2021	Generative Adversarial NetworkImage Segmentation	—Unverified
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning	Apr 11, 2018	ClusteringImage Segmentation	—Unverified
Unsupervised Text Extraction from G-Maps	Apr 24, 2014	ClusteringImage Segmentation	—Unverified
Unveiling Ancient Maya Settlements Using Aerial LiDAR Image Segmentation	Mar 9, 2024	Image SegmentationSemantic Segmentation	—Unverified
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models	Jan 25, 2024	Image GenerationImage Segmentation	—Unverified
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
USE: Universal Segment Embeddings for Open-Vocabulary Image Segmentation	Jun 7, 2024	Image SegmentationSegmentation	—Unverified
Using Deep Learning to Count Albatrosses from Space	Jul 3, 2019	Deep LearningImage 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