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 3376–3400 of 5035 papers

Title	Date	Tasks	Status
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection	Sep 18, 2024	Breast Cancer DetectionComputational Efficiency	—Unverified
Background-Foreground Segmentation for Interior Sensing in Automotive Industry	Sep 20, 2021	Foreground SegmentationImage Segmentation	—Unverified
Bacterial foraging optimization based brain magnetic resonance image segmentation	May 19, 2016	Image SegmentationSegmentation	—Unverified
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World	May 22, 2025	Autonomous DrivingBackdoor Attack	—Unverified
BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks	May 5, 2023	Backdoor AttackImage Segmentation	—Unverified
BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation	Apr 28, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists	Apr 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans	Dec 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability	Mar 3, 2023	Cardiac SegmentationDomain Generalization	—Unverified
Bayesian Active Contours with Affine-Invariant, Elastic Shape Prior	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis	May 17, 2025	Image SegmentationSemantic Segmentation	—Unverified
Bayesian image segmentations by Potts prior and loopy belief propagation	Apr 11, 2014	Image SegmentationLearning Theory	—Unverified
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation	May 5, 2021	Bayesian InferenceImage Segmentation	—Unverified
Bayesian Multifractal Image Segmentation	Jan 15, 2025	Image Segmentationparameter estimation	—Unverified
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers	Aug 28, 2020	Image SegmentationSegmentation	—Unverified
Bayesian nonparametric image segmentation using a generalized Swendsen-Wang algorithm	Feb 9, 2016	ClusteringImage Segmentation	—Unverified
Bayesian optimization for modular black-box systems with switching costs	Jun 4, 2020	Bayesian OptimizationImage Segmentation	—Unverified
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation	Mar 4, 2024	Data AugmentationImage Segmentation	—Unverified
BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation	Apr 8, 2021	DecoderDenoising	—Unverified
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation	Aug 31, 2023	Deep LearningImage Segmentation	—Unverified
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy	Apr 12, 2024	BenchmarkingCell Segmentation	—Unverified
Benefiting from Quantum? A Comparative Study of Q-Seg, Quantum-Inspired Techniques, and U-Net for Crack Segmentation	Oct 14, 2024	Crack SegmentationImage Segmentation	—Unverified
Benefits of Linear Conditioning with Metadata for Image Segmentation	Feb 18, 2021	Image SegmentationMissing Labels	—Unverified
beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation	Jan 1, 2025	DiversityImage Segmentation	—Unverified
Bethe Learning of Conditional Random Fields via MAP Decoding	Mar 4, 2015	Image SegmentationSemantic 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