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 3176–3200 of 5035 papers

Title	Date	Tasks	Status
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation	Aug 1, 2018	Image Segmentationobject-detection	—Unverified
A Neural Markovian Multiresolution Image Labeling Algorithm	Mar 20, 2018	image-classificationImage Classification	—Unverified
A neuromorphic approach to image processing and machine vision	Aug 7, 2022	Image SegmentationObject Recognition	—Unverified
An evaluation of U-Net in Renal Structure Segmentation	Sep 6, 2022	Image SegmentationMedical Image Segmentation	—Unverified
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation	Apr 10, 2024	Image SegmentationMedical Image Analysis	—Unverified
A New Finsler Minimal Path Model With Curvature Penalization for Image Segmentation and Closed Contour Detection	Jun 1, 2016	Contour DetectionImage Segmentation	—Unverified
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging	May 12, 2015	Image CroppingImage Deconvolution	—Unverified
A new smart-cropping pipeline for prostate segmentation using deep learning networks	Jul 6, 2021	Image SegmentationSegmentation	—Unverified
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering	May 19, 2020	ClusteringImage Segmentation	—Unverified
An image segmentation algorithm for measurement of flotation froth bubble size distributions	Jul 23, 2017	image-classificationImage Classification	—Unverified
An Image Segmentation Model Based on a Variational Formulation	Oct 13, 2019	Image SegmentationSemantic Segmentation	—Unverified
An Interactive Medical Image Segmentation Framework Using Iterative Refinement	Jun 5, 2016	Image SegmentationMedical Image Segmentation	—Unverified
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation	Aug 25, 2023	Image SegmentationSegmentation	—Unverified
Anisotropic Mesh Adaptation for Image Segmentation Based on Mumford-Shah Functional	Jul 17, 2020	Image SegmentationSemantic Segmentation	—Unverified
Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information	Dec 19, 2021	Image SegmentationSemantic Segmentation	—Unverified
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation	Aug 9, 2018	Image SegmentationSegmentation	—Unverified
An Iterative Convolutional Neural Network Algorithm Improves Electron Microscopy Image Segmentation	Jun 18, 2015	BIG-bench Machine LearningElectron Microscopy Image Segmentation	—Unverified
An Iterative Spanning Forest Framework for Superpixel Segmentation	Jan 30, 2018	Image SegmentationSegmentation	—Unverified
Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation	Jan 1, 2025	DecoderImage Segmentation	—Unverified
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation	Dec 17, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks	Dec 29, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning	Dec 29, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified
Annotation-free Audio-Visual Segmentation	May 18, 2023	Image SegmentationSegmentation	—Unverified
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified
A Novel Approach Towards Clustering Based Image Segmentation	Jun 4, 2015	ClusteringImage Segmentation	—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