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 3801–3825 of 5035 papers

Title	Date	Tasks	Status
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation	Jun 23, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation	Jun 23, 2020	Autonomous VehiclesFew-Shot Learning	—Unverified
Road surface detection and differentiation considering surface damages	Jun 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation	Jun 23, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	—Unverified
Differentiable Rendering: A Survey	Jun 22, 2020	Image Segmentationobject-detection	—Unverified
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network	Jun 21, 2020	DecoderEdge Detection	—Unverified
G-image Segmentation: Similarity-preserving Fuzzy C-Means with Spatial Information Constraint in Wavelet Space	Jun 20, 2020	Image SegmentationSemantic Segmentation	—Unverified
Cross-denoising Network against Corrupted Labels in Medical Image Segmentation with Domain Shift	Jun 19, 2020	DenoisingImage Segmentation	—Unverified
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation	Jun 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
Spectral Image Segmentation with Global Appearance Modeling	Jun 11, 2020	Image SegmentationSemantic Segmentation	—Unverified
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation	Jun 10, 2020	Data AugmentationImage Segmentation	—Unverified
Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment	Jun 10, 2020	Disaster ResponseImage Segmentation	—Unverified
A Deep Learning-Based Method for Automatic Segmentation of Proximal Femur from Quantitative Computed Tomography Images	Jun 9, 2020	Image SegmentationSemantic Segmentation	—Unverified
Learning pose variations within shape population by constrained mixtures of factor analyzers	Jun 7, 2020	Image SegmentationSegmentation	—Unverified
MSDU-net: A Multi-Scale Dilated U-net for Blur Detection	Jun 5, 2020	Image SegmentationSegmentation	—Unverified
Dilated Convolutions with Lateral Inhibitions for Semantic Image Segmentation	Jun 5, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
Bayesian optimization for modular black-box systems with switching costs	Jun 4, 2020	Bayesian OptimizationImage Segmentation	—Unverified
Severability of mesoscale components and local time scales in dynamical networks	Jun 4, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
Interactive Image Segmentation With First Click Attention	Jun 1, 2020	Image SegmentationInteractive Segmentation	CodeCode Available
Bi-Directional Relationship Inferring Network for Referring Image Segmentation	Jun 1, 2020	Image SegmentationReferring Expression	—Unverified
Progressive Mirror Detection	Jun 1, 2020	DiversityEdge Detection	—Unverified
TESA: Tensor Element Self-Attention via Matricization	Jun 1, 2020	Image InpaintingImage 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