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 3226–3250 of 5035 papers

Title	Date	Tasks	Status
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?	Nov 24, 2021	image-classificationImage Classification	—Unverified
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer	May 17, 2022	Histopathological Image Classificationimage-classification	—Unverified
Application of Superpixels to Segment Several Landmarks in Running Rodents	Apr 7, 2018	Image SegmentationSegmentation	—Unverified
Application of the Ring Theory in the Segmentation of Digital Images	Feb 17, 2014	Abstract AlgebraImage Segmentation	—Unverified
A Principled Deep Random Field Model for Image Segmentation	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
A Priori Generalizability Estimate for a CNN	Feb 24, 2025	Diagnosticimage-classification	—Unverified
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer	Dec 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy	May 19, 2023	Computed Tomography (CT)Denoising	—Unverified
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes	Mar 27, 2024	Image SegmentationSemantic Segmentation	—Unverified
A quantum segmentation algorithm based on local adaptive threshold for NEQR image	Oct 2, 2023	BinarizationImage Segmentation	—Unverified
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation	Mar 19, 2023	Dimensionality ReductionEnsemble Learning	—Unverified
A Random Point Initialization Approach to Image Segmentation with Variational Level-sets	Dec 23, 2021	Image SegmentationObject	—Unverified
A Recent Survey of Vision Transformers for Medical Image Segmentation	Dec 1, 2023	Image SegmentationInductive Bias	—Unverified
Are conditional GANs explicitly conditional?	Jun 28, 2021	Data AugmentationDepth Estimation	—Unverified
Are foundation models efficient for medical image segmentation?	Nov 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A regularization-based approach for unsupervised image segmentation	Mar 8, 2016	Image SegmentationSemantic Segmentation	—Unverified
A Regularized Convolutional Neural Network for Semantic Image Segmentation	Jun 28, 2019	Image Segmentationobject-detection	—Unverified
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation	Jul 30, 2018	Image SegmentationSemantic Segmentation	—Unverified
A review: Deep learning for medical image segmentation using multi-modality fusion	Apr 22, 2020	Deep Learningimage-classification	—Unverified
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease	Dec 22, 2020	Ensemble Learningimage-classification	—Unverified
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation	Nov 25, 2024	Active LearningBayesian Inference	—Unverified
A review of individual tree crown detection and delineation from optical remote sensing images	Oct 20, 2023	Deep LearningImage Segmentation	—Unverified
A review of mean-shift algorithms for clustering	Mar 2, 2015	ClusteringDenoising	—Unverified
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing	Jun 1, 2024	Edge DetectionImage Compression	—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