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 2476–2500 of 5035 papers

Title	Date	Tasks	Status
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation	Jan 13, 2014	ClusteringImage Segmentation	—Unverified
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey	May 2, 2024	image-classificationImage Classification	—Unverified
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations	Jan 15, 2022	Image SegmentationObject Recognition	—Unverified
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors	Apr 7, 2025	Image SegmentationInformativeness	—Unverified
Exemplar Learning for Medical Image Segmentation	Apr 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation	Sep 20, 2015	GPUImage Segmentation	—Unverified
Exemplar-Based Face Parsing	Jun 1, 2013	Face AlignmentFace Parsing	—Unverified
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation	Sep 21, 2018	Image SegmentationInfant Brain Mri Segmentation	—Unverified
Evolving Fuzzy Image Segmentation with Self-Configuration	Apr 23, 2015	feature selectionImage Segmentation	—Unverified
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey	Jan 13, 2020	Image SegmentationInstance Segmentation	—Unverified
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models	Mar 30, 2025	Image SegmentationLanguage Modeling	—Unverified
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation	Jul 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage Segmentation	—Unverified
Cell segmentation with random ferns and graph-cuts	Feb 17, 2016	Cell SegmentationImage Segmentation	—Unverified
AoP-SAM: Automation of Prompts for Efficient Segmentation	May 17, 2025	Image SegmentationPrompt Engineering	—Unverified
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images	Apr 12, 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
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line	Mar 23, 2022	Cell SegmentationImage Segmentation	—Unverified
Event management for large scale event-driven digital hardware spiking neural networks	Apr 2, 2013	Image SegmentationManagement	—Unverified
Cell image segmentation by Feature Random Enhancement Module	Jan 20, 2021	Image SegmentationSegmentation	—Unverified
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion	Mar 3, 2024	Edge DetectionImage Segmentation	—Unverified
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified
Quantification of geogrid lateral restraint using transparent sand and deep learning-based image segmentation	Dec 6, 2022	Image SegmentationSand	—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