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 4601–4625 of 5035 papers

Title	Date	Tasks	Status
Optimal Multi-Object Segmentation with Novel Gradient Vector Flow Based Shape Priors	May 22, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Image Segmentation by Iterative Inference from Conditional Score Estimation	May 21, 2017	DenoisingImage Segmentation	CodeCode Available
CardiacNET: Segmentation of Left Atrium and Proximal Pulmonary Veins from MRI Using Multi-View CNN	May 17, 2017	Cardiac SegmentationCPU	—Unverified
A deep level set method for image segmentation	May 17, 2017	Image SegmentationSemantic Segmentation	—Unverified
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs	May 14, 2017	Image SegmentationSegmentation	—Unverified
Combination of Hidden Markov Random Field and Conjugate Gradient for Brain Image Segmentation	May 13, 2017	Brain Image SegmentationImage Segmentation	—Unverified
Parametric Imaging of FDG-PET Data Using Physiology and Iterative Regularization: Application to the Hepatic and Renal Systems	May 11, 2017	Image SegmentationSemantic Segmentation	—Unverified
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks	May 10, 2017	Brain Tumor SegmentationDiagnostic	—Unverified
Derivate-based Component-Trees for Multi-Channel Image Segmentation	May 4, 2017	Image SegmentationOptical Character Recognition (OCR)	—Unverified
Learning to segment with image-level supervision	May 3, 2017	Image SegmentationSemantic Segmentation	—Unverified
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data	May 2, 2017	Brain SegmentationImage Segmentation	—Unverified
Object Discovery via Cohesion Measurement	Apr 28, 2017	ClusteringImage Segmentation	—Unverified
New region force for variational models in image segmentation and high dimensional data clustering	Apr 26, 2017	ClusteringImage Segmentation	—Unverified
Deep Learning for Medical Image Processing: Overview, Challenges and Future	Apr 22, 2017	Deep LearningImage Segmentation	—Unverified
Universal Adversarial Perturbations Against Semantic Image Segmentation	Apr 19, 2017	image-classificationImage Classification	—Unverified
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities	Apr 11, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Loss Max-Pooling for Semantic Image Segmentation	Apr 10, 2017	Image SegmentationSegmentation	—Unverified
Guided Proofreading of Automatic Segmentations for Connectomics	Apr 4, 2017	Image SegmentationSegmentation	—Unverified
Automatic Breast Ultrasound Image Segmentation: A Survey	Apr 4, 2017	Image SegmentationSegmentation	—Unverified
Learning to Recognize Animals by Watching Documentaries: Using Subtitles as Weak Supervision	Apr 1, 2017	Image Segmentationobject-detection	—Unverified
Planecell: Representing the 3D Space with Planes	Mar 30, 2017	Image SegmentationSemantic Segmentation	—Unverified
Evaluation of Classifiers for Image Segmentation: Applications for Eucalypt Forest Inventory	Mar 28, 2017	Decision MakingImage Segmentation	—Unverified
Structured Learning of Tree Potentials in CRF for Image Segmentation	Mar 26, 2017	Image SegmentationSemantic Segmentation	—Unverified
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified
Recurrent Multimodal Interaction for Referring Image Segmentation	Mar 23, 2017	Image Segmentationmultimodal interaction	CodeCode Available

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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