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 3126–3150 of 5035 papers

Title	Date	Tasks	Status
AMLP:Adaptive Masking Lesion Patches for Self-supervised Medical Image Segmentation	Sep 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A Model for Image Segmentation in Retina	May 6, 2020	ClusteringGraph Clustering	—Unverified
A Model of Virtual Carrier Immigration in Digital Images for Region Segmentation	Oct 12, 2016	Image SegmentationSegmentation	—Unverified
Scale-Space Hypernetworks for Efficient Biomedical Imaging	Apr 11, 2023	Computational EfficiencyImage Segmentation	—Unverified
A MRF Shape Prior for Facade Parsing With Occlusions	Jun 1, 2015	Image SegmentationSegmentation	—Unverified
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation	Apr 5, 2018	Image SegmentationSemantic Segmentation	—Unverified
A multilevel thresholding algorithm using Electromagnetism Optimization	Jun 24, 2014	Image SegmentationSegmentation	—Unverified
A multi-objective optimization approach for brain MRI segmentation using fuzzy entropy clustering and region-based active contour methods	May 4, 2019	Brain SegmentationClustering	—Unverified
A Multiphase Image Segmentation Based on Fuzzy Membership Functions and L1-norm Fidelity	Apr 9, 2015	Image SegmentationSemantic Segmentation	—Unverified
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle	Aug 28, 2014	Image SegmentationPose Estimation	—Unverified
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation	Mar 8, 2020	Image SegmentationSegmentation	—Unverified
A Multi-Scale Feature Extraction and Fusion Deep Learning Method for Classification of Wheat Diseases	Jan 17, 2025	ClassificationImage Segmentation	—Unverified
A multiscale graph cut approach to bright-field multiple cell image segmentation using a Bhattacharyya measure	Mar 13, 2013	Image SegmentationSegmentation	—Unverified
A Multi-scale Multiple Instance Video Description Network	May 21, 2015	Image SegmentationMultiple Instance Learning	—Unverified
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification	Jul 2, 2023	ClassificationImage Segmentation	—Unverified
Learning to segment microscopy images with lazy labels	Jun 20, 2019	Image SegmentationMulti-Task Learning	—Unverified
A multi-task U-net for segmentation with lazy labels	Sep 25, 2019	Image SegmentationMulti-Task Learning	—Unverified
A Multi-threshold Segmentation Approach Based on Artificial Bee Colony Optimization	May 28, 2014	Image SegmentationSemantic Segmentation	—Unverified
An Accurate Texture Complexity Estimation for Quality-Enhanced and Secure Image Steganography	Jan 20, 2020	Image SegmentationImage Steganography	—Unverified
An Active Contour Model Driven By the Hybrid Signed Pressure Function	Mar 12, 2024	Image SegmentationSegmentation	—Unverified
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation	Mar 17, 2022	Image SegmentationSegmentation	—Unverified
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks	Feb 8, 2017	Image SegmentationSemantic Segmentation	—Unverified
Analysing Diffusion Segmentation for Medical Images	Mar 21, 2024	DenoisingImage Generation	—Unverified
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation	Nov 3, 2022	Decision MakingImage Segmentation	—Unverified
Analysis of liver cancer detection based on image processing	Jul 16, 2022	DiagnosticImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 126 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