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 3226–3250 of 5035 papers

Title	Date	Tasks	Status
MixCL: Pixel label matters to contrastive learning	Mar 4, 2022	Contrastive LearningImage Segmentation	—Unverified
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box Annotations	Mar 3, 2022	Image SegmentationMultiple Instance Learning	CodeCode Available
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining	Mar 3, 2022	DenoisingImage Segmentation	CodeCode Available
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI	Mar 2, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Image analysis for automatic measurement of crustose lichens	Mar 1, 2022	ClassificationImage Segmentation	—Unverified
Uncertainty categories in medical image segmentation: a study of source-related diversity	Mar 1, 2022	DiversityImage Segmentation	—Unverified
Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component	Feb 27, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Application of DatasetGAN in medical imaging: preliminary studies	Feb 27, 2022	Image SegmentationSegmentation	—Unverified
Data variation-aware medical image segmentation	Feb 24, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Thermal hand image segmentation for biometric recognition	Feb 23, 2022	Dimensionality ReductionImage Segmentation	—Unverified
Mixed-Block Neural Architecture Search for Medical Image Segmentation	Feb 23, 2022	Decoderimage-classification	—Unverified
An Efficient Smoothing and Thresholding Image Segmentation Framework with Weighted Anisotropic-Isotropic Total Variation	Feb 21, 2022	Image SegmentationSegmentation	CodeCode Available
A Comprehensive Survey with Quantitative Comparison of Image Analysis Methods for Microorganism Biovolume Measurements	Feb 18, 2022	ArticlesImage Segmentation	—Unverified
Box Supervised Video Segmentation Proposal Network	Feb 14, 2022	Image SegmentationMotion Compensation	CodeCode Available
A State-of-the-art Survey of U-Net in Microscopic Image Analysis: from Simple Usage to Structure Mortification	Feb 14, 2022	Image SegmentationSegmentation	—Unverified
Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training	Feb 12, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Lifting-based variational multiclass segmentation algorithm: design, convergence analysis, and implementation with applications in medical imaging	Feb 9, 2022	Image SegmentationSegmentation	CodeCode Available
Wireless Transmission of Images With The Assistance of Multi-level Semantic Information	Feb 8, 2022	Image SegmentationSegmentation	—Unverified
Supervision by Denoising for Medical Image Segmentation	Feb 7, 2022	DenoisingImage Reconstruction	—Unverified
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks	Feb 7, 2022	Data AugmentationImage Segmentation	—Unverified
A Topology-Attention ConvLSTM Network and Its Application to EM Images	Feb 7, 2022	Image SegmentationSegmentation	CodeCode Available
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators	Feb 4, 2022	Generative Adversarial NetworkImage Generation	CodeCode Available
Heed the Noise in Performance Evaluations in Neural Architecture Search	Feb 4, 2022	Combinatorial OptimizationEvolutionary Algorithms	—Unverified
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation	Feb 4, 2022	Contrastive LearningImage Segmentation	—Unverified
DocBed: A Multi-Stage OCR Solution for Documents with Complex Layouts	Feb 3, 2022	ArticlesDocument Layout Analysis	—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