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 2176–2200 of 5035 papers

Title	Date	Tasks	Status
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy	Apr 28, 2020	Image SegmentationSegmentation	—Unverified
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—Unverified
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation	Dec 19, 2022	Image SegmentationSegmentation	—Unverified
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation	Mar 4, 2024	Data AugmentationImage Segmentation	—Unverified
Bayesian optimization for modular black-box systems with switching costs	Jun 4, 2020	Bayesian OptimizationImage Segmentation	—Unverified
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation	Mar 21, 2025	Image SegmentationLesion Segmentation	—Unverified
Bayesian nonparametric image segmentation using a generalized Swendsen-Wang algorithm	Feb 9, 2016	ClusteringImage Segmentation	—Unverified
Incorporating Near-Infrared Information into Semantic Image Segmentation	Jun 24, 2014	Image SegmentationSegmentation	—Unverified
Incorporating prior knowledge in medical image segmentation: a survey	Jul 5, 2016	Image SegmentationMedical Image Analysis	—Unverified
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing	Jul 23, 2019	Image SegmentationSegmentation	—Unverified
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization	Oct 7, 2021	Image SegmentationRepresentation Learning	—Unverified
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants	Apr 22, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers	Aug 28, 2020	Image SegmentationSegmentation	—Unverified
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm	Dec 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Bayesian Multifractal Image Segmentation	Jan 15, 2025	Image Segmentationparameter estimation	—Unverified
Anatomical Structure Segmentation in Liver MRI Images	Jul 3, 2012	ClusteringImage Segmentation	—Unverified
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques	May 31, 2023	Image SegmentationSemantic Segmentation	—Unverified
Detection of Customer Interested Garments in Surveillance Video using Computer Vision	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation	May 5, 2021	Bayesian InferenceImage Segmentation	—Unverified
Detection and Tracking of Liquids with Fully Convolutional Networks	Jun 20, 2016	Deep LearningImage Segmentation	—Unverified
Bayesian image segmentations by Potts prior and loopy belief propagation	Apr 11, 2014	Image SegmentationLearning Theory	—Unverified
A Bottom-Up Approach to Class-Agnostic Image Segmentation	Sep 20, 2024	Image SegmentationMetric Learning	—Unverified
3D Cell Nuclei Segmentation with Balanced Graph Partitioning	Feb 17, 2017	Binarizationgraph partitioning	—Unverified
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders	Oct 3, 2023	Image RegistrationImage 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