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 2451–2475 of 5035 papers

Title	Date	Tasks	Status
Interactive Video Object Segmentation in the Wild	Dec 31, 2017	Image SegmentationInteractive Video Object Segmentation	—Unverified
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning	Jan 17, 2024	Image SegmentationPlacenta Segmentation	—Unverified
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network	Jan 7, 2020	Crack SegmentationFeature Engineering	—Unverified
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?	Jun 7, 2022	DecoderImage Compression	—Unverified
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection	Jun 2, 2022	Adversarial RobustnessImage Segmentation	—Unverified
Interior point search for nonparametric image segmentation	Jun 11, 2021	Boundary DetectionImage Segmentation	—Unverified
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation	Feb 16, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization	Sep 24, 2020	Image SegmentationManagement	—Unverified
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks	Aug 14, 2023	Deep LearningImage Segmentation	—Unverified
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images	Nov 11, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
Interpretable Small Training Set Image Segmentation Network Originated from Multi-Grid Variational Model	Jun 25, 2023	Image SegmentationSegmentation	—Unverified
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation	Jan 5, 2021	Image SegmentationMedical Image Segmentation	—Unverified
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization	Oct 7, 2021	Image SegmentationRepresentation Learning	—Unverified
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors	Dec 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Data privacy protection in microscopic image analysis for material data mining	Nov 9, 2021	Federated LearningImage Segmentation	—Unverified
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries	Apr 23, 2019	DiagnosticImage Segmentation	—Unverified
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation	Jun 18, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss	Dec 6, 2018	AnatomyImage Segmentation	—Unverified
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation	Jun 25, 2023	Deep LearningImage Segmentation	—Unverified
Introducing Geometry in Active Learning for Image Segmentation	Aug 20, 2015	Active LearningImage Segmentation	—Unverified
Introducing Hann windows for reducing edge-effects in patch-based image segmentation	Oct 17, 2019	Image SegmentationSemantic Segmentation	—Unverified
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation	Sep 12, 2023	AnatomyAnomaly Detection	—Unverified
Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation	Aug 21, 2019	DecoderDomain Adaptation	—Unverified
Introduction to Camera Pose Estimation with Deep Learning	Jul 8, 2019	Camera Pose EstimationDeep Learning	—Unverified
A MRF Shape Prior for Facade Parsing With Occlusions	Jun 1, 2015	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