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 1651–1675 of 5035 papers

Title	Date	Tasks	Status
End-to-End Trainable Deep Active Contour Models for Automated Image Segmentation: Delineating Buildings in Aerial Imagery	Jul 22, 2020	Image SegmentationSegmentation	—Unverified
Capsules for Biomedical Image Segmentation	Apr 9, 2020	Computed Tomography (CT)Decoder	—Unverified
Brain MRI Segmentation using Rule-Based Hybrid Approach	Feb 12, 2019	AnatomyImage Segmentation	—Unverified
An Image Segmentation Model Based on a Variational Formulation	Oct 13, 2019	Image SegmentationSemantic Segmentation	—Unverified
Enforcing Perceptual Consistency on Generative Adversarial Networks by Using the Normalised Laplacian Pyramid Distance	Aug 9, 2019	Image GenerationImage Segmentation	—Unverified
Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net	Jul 31, 2024	Image SegmentationSegmentation	—Unverified
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning	Sep 17, 2019	Data AugmentationImage Segmentation	—Unverified
A Novel Distance-Based Metric for Quality Assessment in Image Segmentation	Mar 28, 2025	Image SegmentationSegmentation	—Unverified
Cardiac MR Image Segmentation Techniques: an overview	Feb 14, 2015	Cardiac SegmentationImage Segmentation	—Unverified
Enhancing DeepLabV3+ to Fuse Aerial and Satellite Images for Semantic Segmentation	Mar 28, 2025	Data AugmentationImage Segmentation	—Unverified
Enhancing Foreground Boundaries for Medical Image Segmentation	May 29, 2020	Image SegmentationMedical Image Analysis	—Unverified
CardiacNET: Segmentation of Left Atrium and Proximal Pulmonary Veins from MRI Using Multi-View CNN	May 17, 2017	Cardiac SegmentationCPU	—Unverified
ForestEyes Project: Conception, Enhancements, and Challenges	Aug 24, 2022	AstronomyImage Segmentation	—Unverified
Forming A Random Field via Stochastic Cliques: From Random Graphs to Fully Connected Random Fields	Jun 30, 2015	Image SegmentationSemantic Segmentation	—Unverified
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation	Oct 12, 2022	Image SegmentationSemantic Segmentation	—Unverified
Dynamically evolving segment anything model with continuous learning for medical image segmentation	Mar 8, 2025	DiversityImage Segmentation	—Unverified
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization	Jun 25, 2019	Adversarial DefenseImage Segmentation	—Unverified
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation	Jan 1, 2025	Contrastive LearningImage Segmentation	—Unverified
An image segmentation algorithm for measurement of flotation froth bubble size distributions	Jul 23, 2017	image-classificationImage Classification	—Unverified
ADS_UNet: A Nested UNet for Histopathology Image Segmentation	Apr 10, 2023	DecoderGPU	—Unverified
Car Segmentation and Pose Estimation using 3D Object Models	Dec 21, 2015	3D Pose EstimationImage Segmentation	—Unverified
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation	Jun 2, 2018	Image SegmentationSegmentation	—Unverified
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks	Nov 10, 2023	Data AugmentationImage Segmentation	—Unverified
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation	Mar 6, 2025	Active LearningImage Segmentation	—Unverified
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision	Aug 19, 2021	Domain AdaptationImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 67 of 202Next →

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