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

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Showing 2851–2875 of 5035 papers

Title	Date	Tasks	Status
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans	Jan 1, 2023	Continual Semantic SegmentationDecoder	—Unverified
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm	Dec 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors	Dec 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified
The most general manner to injectively align true and predicted segments	Dec 27, 2022	Image SegmentationSegmentation	—Unverified
Position-Aware Contrastive Alignment for Referring Image Segmentation	Dec 27, 2022	Image SegmentationPosition	—Unverified
Semi-Supervised Domain Adaptation for Semantic Segmentation of Roads from Satellite Images	Dec 26, 2022	Domain AdaptationImage Segmentation	—Unverified
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation	Dec 21, 2022	Image SegmentationSegmentation	CodeCode Available
Lightweight Monocular Depth Estimation	Dec 21, 2022	Depth EstimationImage Segmentation	—Unverified
Image Segmentation-based Unsupervised Multiple Objects Discovery	Dec 20, 2022	Class-agnostic Object DetectionImage Segmentation	—Unverified
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation	Dec 19, 2022	Image SegmentationSegmentation	—Unverified
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation	Dec 17, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Lightweight integration of 3D features to improve 2D image segmentation	Dec 16, 2022	Image SegmentationScene Understanding	CodeCode Available
Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing	Dec 16, 2022	Change DetectionDefect Detection	—Unverified
Multi-task Fusion for Efficient Panoptic-Part Segmentation	Dec 15, 2022	Image SegmentationPart-aware Panoptic Segmentation	—Unverified
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision	Dec 14, 2022	Brain Tumor SegmentationDomain Adaptation	CodeCode Available
Efficient Bayesian Uncertainty Estimation for nnU-Net	Dec 12, 2022	Image SegmentationMedical Image Segmentation	—Unverified
UNet Based Pipeline for Lung Segmentation from Chest X-Ray Images	Dec 9, 2022	DiagnosticImage Segmentation	—Unverified
Few-shot Medical Image Segmentation with Cycle-resemblance Attention	Dec 7, 2022	Few-Shot LearningImage Segmentation	—Unverified
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available
Quantification of geogrid lateral restraint using transparent sand and deep learning-based image segmentation	Dec 6, 2022	Image SegmentationSand	—Unverified
A segmentation method of airway from chest CT image based on Vgg-Unet neural network	Dec 6, 2022	Image SegmentationSegmentation	CodeCode Available
Supervised Image Segmentation for High Dynamic Range Imaging	Dec 6, 2022	Image SegmentationSemantic Segmentation	—Unverified
Minimum Class Confusion based Transfer for Land Cover Segmentation in Rural and Urban Regions	Dec 5, 2022	Image SegmentationSegmentation	—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