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 2276–2300 of 5035 papers

Title	Date	Tasks	Status
Region homogeneity in the Logarithmic Image Processing framework: application to region growing algorithms	Apr 17, 2019	Image SegmentationSemantic Segmentation	—Unverified
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans	Jan 25, 2018	Image SegmentationSegmentation	—Unverified
Deep Learning Training Procedure Augmentations	Nov 25, 2022	Adversarial RobustnessDeep Learning	—Unverified
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives	Feb 9, 2018	BenchmarkingImage Segmentation	—Unverified
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset	Mar 27, 2024	Cell SegmentationDiagnostic	—Unverified
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation	Jun 23, 2020	Autonomous VehiclesFew-Shot Learning	—Unverified
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks	Feb 8, 2017	Image SegmentationSemantic Segmentation	—Unverified
Deep Learning Model with GA based Feature Selection and Context Integration	Apr 13, 2022	feature selectionImage Segmentation	—Unverified
Deep Learning in Multi-organ Segmentation	Jan 28, 2020	Deep LearningImage Segmentation	—Unverified
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm	May 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning in Medical Ultrasound Image Segmentation: a Review	Feb 18, 2020	3D ReconstructionDeep Learning	—Unverified
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations	Jul 11, 2018	Data AugmentationDenoising	—Unverified
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection	Aug 23, 2012	ClusteringCommunity Detection	—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
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks	Aug 23, 2019	Image SegmentationLesion Segmentation	—Unverified
Automatic satellite building construction monitoring	Sep 29, 2022	Image Segmentationobject-detection	—Unverified
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera	Sep 1, 2018	Image SegmentationIris Recognition	—Unverified
Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems	Jan 11, 2019	Deep LearningImage Segmentation	—Unverified
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities	Apr 11, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Expert-Adaptive Medical Image Segmentation	Feb 11, 2024	Brain SegmentationImage Segmentation	—Unverified
Adaptive strategy for superpixel-based region-growing image segmentation	Mar 17, 2018	Image SegmentationSegmentation	—Unverified
Deep Learning for Medical Image Segmentation	May 8, 2015	Deep LearningHippocampus	—Unverified
An Active Contour Model Driven By the Hybrid Signed Pressure Function	Mar 12, 2024	Image SegmentationSegmentation	—Unverified
Iris recognition in cases of eye pathology	Sep 4, 2018	Image SegmentationIris Recognition	—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