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 2801–2825 of 5035 papers

Title	Date	Tasks	Status
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation	Jul 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models	Mar 30, 2025	Image SegmentationLanguage Modeling	—Unverified
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey	Jan 13, 2020	Image SegmentationInstance Segmentation	—Unverified
Evolving Fuzzy Image Segmentation with Self-Configuration	Apr 23, 2015	feature selectionImage Segmentation	—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
Exemplar-Based Face Parsing	Jun 1, 2013	Face AlignmentFace Parsing	—Unverified
Exemplar Learning for Medical Image Segmentation	Apr 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors	Apr 7, 2025	Image SegmentationInformativeness	—Unverified
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations	Jan 15, 2022	Image SegmentationObject Recognition	—Unverified
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey	May 2, 2024	image-classificationImage Classification	—Unverified
Explainable, automated urban interventions to improve pedestrian and vehicle safety	Oct 22, 2021	Image SegmentationSemantic Segmentation	—Unverified
Explainable Binary Classification of Separable Shape Ensembles	Oct 16, 2024	Binary ClassificationClassification	—Unverified
Explainable Semantic Medical Image Segmentation with Style	Mar 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training	Jan 16, 2024	image-classificationImage Classification	—Unverified
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets	Nov 10, 2021	Image AugmentationImage Segmentation	—Unverified
Explicit topological priors for deep-learning based image segmentation using persistent homology	Jan 29, 2019	Image SegmentationLeft Ventricle Segmentation	—Unverified
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data	Mar 7, 2019	Bladder SegmentationData Augmentation	—Unverified
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysis	May 23, 2024	3D Reconstructionimage-classification	—Unverified
Exploring and Exploiting Diversity for Image Segmentation	Sep 5, 2017	DiversityImage Segmentation	—Unverified
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified
Exploring Context with Deep Structured models for Semantic Segmentation	Mar 10, 2016	Image SegmentationSegmentation	—Unverified
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery	Oct 5, 2023	Earth ObservationImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 113 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