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 3451–3475 of 5035 papers

Title	Date	Tasks	Status	Hype
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image Segmentation	Jan 22, 2021	Active LearningEnsemble Learning	CodeCode Available	0
Personal Fixations-Based Object Segmentation with Object Localization and Boundary Preservation	Jan 22, 2021	Image SegmentationObject	CodeCode Available	0
Analysis of Information Flow Through U-Nets	Jan 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	0
Finger Vein Recognition by Generating Code	Jan 21, 2021	Finger Vein RecognitionImage Segmentation	—Unverified	0
Cell image segmentation by Feature Random Enhancement Module	Jan 20, 2021	Image SegmentationSegmentation	—Unverified	0
Nonparametric clustering for image segmentation	Jan 20, 2021	ClusteringImage Segmentation	—Unverified	0
A survey on shape-constraint deep learning for medical image segmentation	Jan 19, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans	Jan 19, 2021	Computed Tomography (CT)Deep Learning	—Unverified	0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation	Jan 18, 2021	Domain AdaptationImage Segmentation	—Unverified	0
A tool for user friendly, cloud based, whole slide image segmentation	Jan 18, 2021	Image SegmentationManagement	—Unverified	0
PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation	Jan 15, 2021	Autonomous DrivingHuman Part Segmentation	—Unverified	0
U-Noise: Learnable Noise Masks for Interpretable Image Segmentation	Jan 14, 2021	Decision MakingImage Segmentation	CodeCode Available	1
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision	Jan 13, 2021	Diagnosticimage-classification	—Unverified	0
Boundary-Aware Segmentation Network for Mobile and Web Applications	Jan 12, 2021	Camouflaged Object SegmentationDecoder	CodeCode Available	2
Rethinking Interactive Image Segmentation: Feature Space Annotation	Jan 12, 2021	Foreground SegmentationImage Segmentation	CodeCode Available	0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer	Jan 11, 2021	Image SegmentationMedical Image Analysis	—Unverified	0
Distribution-Free, Risk-Controlling Prediction Sets	Jan 7, 2021	BIG-bench Machine LearningClassification	CodeCode Available	2
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation	Jan 7, 2021	Active LearningBIG-bench Machine Learning	—Unverified	0
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point Clouds	Jan 7, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	0
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation	Jan 5, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Domain Adaptation for the Segmentation of Confidential Medical Images	Jan 2, 2021	Domain AdaptationImage Segmentation	CodeCode Available	0
Joint Topology-Preserving and Feature-Refinement Network for Curvilinear Structure Segmentation	Jan 1, 2021	Boundary DetectionImage Segmentation	—Unverified	0
Unsupervised Segmentation Incorporating Shape Prior via Generative Adversarial Networks	Jan 1, 2021	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Graph-BAS3Net: Boundary-Aware Semi-Supervised Segmentation Network With Bilateral Graph Convolution	Jan 1, 2021	Boundary DetectionImage Segmentation	—Unverified	0
An Elastica Geodesic Approach With Convexity Shape Prior	Jan 1, 2021	Image SegmentationSegmentation	—Unverified	0

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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