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 1976–2000 of 5035 papers

Title	Date	Tasks	Status
Fully Connected Deep Structured Networks	Mar 9, 2015	General Classificationimage-classification	—Unverified
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers	Jan 16, 2018	Cardiac SegmentationDiagnostic	—Unverified
Fully Convolutional Neural Networks for Crowd Segmentation	Nov 17, 2014	Image SegmentationSegmentation	—Unverified
Fully Hyperbolic Convolutional Neural Networks	May 24, 2019	Depth EstimationGeneral Classification	—Unverified
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis	Jan 6, 2025	Decision MakingDiversity	—Unverified
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition	Jun 1, 2021	AnatomyImage Segmentation	—Unverified
Fully Transformer Networks for Semantic Image Segmentation	Jun 8, 2021	DecoderFace Parsing	—Unverified
Don't ignore Dropout in Fully Convolutional Networks	Aug 24, 2019	Image SegmentationScheduling	—Unverified
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
How Well Can Vision Language Models See Image Details?	Aug 7, 2024	Decision MakingImage Segmentation	—Unverified
Dominant Sets for "Constrained" Image Segmentation	Jul 15, 2017	Image SegmentationInteractive Segmentation	—Unverified
An evaluation of U-Net in Renal Structure Segmentation	Sep 6, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge	Sep 19, 2024	Image SegmentationSegmentation	—Unverified
Fusion Based Holistic Road Scene Understanding	Jun 29, 2014	ClusteringImage Segmentation	—Unverified
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond	Oct 16, 2024	Image RestorationImage Segmentation	—Unverified
A Neural Markovian Multiresolution Image Labeling Algorithm	Mar 20, 2018	image-classificationImage Classification	—Unverified
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening	Nov 9, 2022	Image SegmentationIncremental Learning	—Unverified
A neuromorphic approach to image processing and machine vision	Aug 7, 2022	Image SegmentationObject Recognition	—Unverified
Fusion of Image Segmentation Algorithms using Consensus Clustering	Feb 18, 2015	ClusteringImage Segmentation	—Unverified
How precise are performance estimates for typical medical image segmentation tasks?	Oct 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation	Apr 5, 2023	DiversityDomain Generalization	—Unverified
Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures	Nov 6, 2018	ClusteringImage Segmentation	—Unverified
Fuzzy Clustering Based Segmentation Of Vertebrae in T1-Weighted Spinal MR Images	May 9, 2016	ClusteringDiagnostic	—Unverified
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency	Sep 19, 2024	DisentanglementDomain Generalization	—Unverified
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation	Jun 4, 2024	Brain Tumor SegmentationDiagnostic	—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