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 3976–4000 of 5035 papers

Title	Date	Tasks	Status
CNN-based Semantic Segmentation using Level Set Loss	Oct 2, 2019	Image SegmentationSegmentation	—Unverified
Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation	Oct 1, 2019	Few-Shot Semantic SegmentationGraph Attention	—Unverified
See-Through-Text Grouping for Referring Image Segmentation	Oct 1, 2019	Image Segmentationobject-detection	—Unverified
MultiSeg: Semantically Meaningful, Scale-Diverse Segmentations From Minimal User Input	Oct 1, 2019	DiversityImage Segmentation	—Unverified
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data with Generative Adversarial Networks for Glioma Patients	Oct 1, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified
End-to-End Deep Convolutional Active Contours for Image Segmentation	Sep 29, 2019	Image SegmentationInstance Segmentation	—Unverified
Biomedical Image Segmentation by Retina-like Sequential Attention Mechanism Using Only A Few Training Images	Sep 27, 2019	Ensemble LearningImage Segmentation	—Unverified
A multi-task U-net for segmentation with lazy labels	Sep 25, 2019	Image SegmentationMulti-Task Learning	—Unverified
Do Deep Neural Networks for Segmentation Understand Insideness?	Sep 25, 2019	Image SegmentationSegmentation	—Unverified
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation	Sep 25, 2019	Domain AdaptationImage Segmentation	—Unverified
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture	Sep 24, 2019	GPUImage Segmentation	CodeCode Available
Intelligent image synthesis to attack a segmentation CNN using adversarial learning	Sep 24, 2019	Image GenerationImage Segmentation	—Unverified
Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning	Sep 22, 2019	Image SegmentationSegmentation	—Unverified
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent Data	Sep 20, 2019	BenchmarkingEnsemble Learning	CodeCode Available
Deep Retinal Image Segmentation with Regularization Under Geometric Priors	Sep 19, 2019	DiagnosticImage Segmentation	—Unverified
Deep learning architectures for automated image segmentation	Sep 19, 2019	Boundary DetectionDecoder	—Unverified
Extremely Weak Supervised Image-to-Image Translation for Semantic Segmentation	Sep 18, 2019	Image SegmentationImage-to-Image Translation	CodeCode Available
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning	Sep 17, 2019	Data AugmentationImage Segmentation	—Unverified
Regular Partitions and Their Use in Structural Pattern Recognition	Sep 16, 2019	ClusteringImage Segmentation	—Unverified
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation	Sep 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Risk-Aware Planning by Confidence Estimation using Deep Learning-Based Perception	Sep 13, 2019	Deep LearningImage Segmentation	—Unverified
SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation	Sep 12, 2019	feature selectionglobal-optimization	—Unverified
An Automatic Cardiac Segmentation Framework based on Multi-sequence MR Image	Sep 12, 2019	Cardiac SegmentationImage Segmentation	CodeCode Available
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI	Sep 12, 2019	DiagnosticImage Reconstruction	CodeCode Available
Image Segmentation using Multi-Threshold technique by Histogram Sampling	Sep 11, 2019	CPUImage 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