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 3701–3725 of 5035 papers

Title	Date	Tasks	Status	Hype
HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images	Jun 22, 2020	DecoderImage Segmentation	CodeCode Available	1
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network	Jun 21, 2020	DecoderEdge Detection	—Unverified	0
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition	Jun 20, 2020	Action ClassificationAction Recognition	CodeCode Available	1
G-image Segmentation: Similarity-preserving Fuzzy C-Means with Spatial Information Constraint in Wavelet Space	Jun 20, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Cross-denoising Network against Corrupted Labels in Medical Image Segmentation with Domain Shift	Jun 19, 2020	DenoisingImage Segmentation	—Unverified	0
Video Semantic Segmentation with Distortion-Aware Feature Correction	Jun 18, 2020	Image SegmentationOptical Flow Estimation	CodeCode Available	1
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available	0
Contrastive learning of global and local features for medical image segmentation with limited annotations	Jun 18, 2020	Contrastive LearningData Augmentation	CodeCode Available	1
Cardiac Segmentation with Strong Anatomical Guarantees	Jun 15, 2020	Cardiac SegmentationImage Segmentation	CodeCode Available	1
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation	Jun 14, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Spectral Image Segmentation with Global Appearance Modeling	Jun 11, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty	Jun 10, 2020	Image SegmentationSegmentation	CodeCode Available	1
Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment	Jun 10, 2020	Disaster ResponseImage Segmentation	—Unverified	0
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation	Jun 10, 2020	Data AugmentationImage Segmentation	—Unverified	0
A Deep Learning-Based Method for Automatic Segmentation of Proximal Femur from Quantitative Computed Tomography Images	Jun 9, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation	Jun 8, 2020	Cell SegmentationColorectal Polyps Characterization	CodeCode Available	1
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations	Jun 8, 2020	AnatomyImage Segmentation	CodeCode Available	1
Learning pose variations within shape population by constrained mixtures of factor analyzers	Jun 7, 2020	Image SegmentationSegmentation	—Unverified	0
MSDU-net: A Multi-Scale Dilated U-net for Blur Detection	Jun 5, 2020	Image SegmentationSegmentation	—Unverified	0
Dilated Convolutions with Lateral Inhibitions for Semantic Image Segmentation	Jun 5, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	0
Bayesian optimization for modular black-box systems with switching costs	Jun 4, 2020	Bayesian OptimizationImage Segmentation	—Unverified	0
Uncertainty quantification in medical image segmentation with normalizing flows	Jun 4, 2020	DiversityImage Segmentation	CodeCode Available	1
Severability of mesoscale components and local time scales in dynamical networks	Jun 4, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	0
TESA: Tensor Element Self-Attention via Matricization	Jun 1, 2020	Image InpaintingImage Segmentation	—Unverified	0
Progressive Mirror Detection	Jun 1, 2020	DiversityEdge Detection	—Unverified	0

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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