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 3551–3575 of 5035 papers

Title	Date	Tasks	Status
Assessing the Role of Random Forests in Medical Image Segmentation	Mar 30, 2021	GPUImage Segmentation	—Unverified
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation	Mar 29, 2021	GPUImage Segmentation	CodeCode Available
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future	Mar 27, 2021	Deep LearningDiagnostic	—Unverified
Instance segmentation with the number of clusters incorporated in embedding learning	Mar 27, 2021	ClusteringImage Segmentation	—Unverified
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches	Mar 25, 2021	Articlesimage-classification	—Unverified
Test-Time Training for Deformable Multi-Scale Image Registration	Mar 25, 2021	Image RegistrationImage Segmentation	—Unverified
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images	Mar 25, 2021	DecoderImage Segmentation	—Unverified
Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images	Mar 24, 2021	BIG-bench Machine LearningImage Segmentation	—Unverified
Multiview and Multiclass Image Segmentation using Deep Learning in Fetal Echocardiography	Mar 23, 2021	Image SegmentationSegmentation	—Unverified
Roughness Index and Roughness Distance for Benchmarking Medical Segmentation	Mar 23, 2021	BenchmarkingImage Segmentation	CodeCode Available
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation	Mar 22, 2021	Image SegmentationInductive Bias	—Unverified
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Mar 22, 2021	image-classificationImage Classification	—Unverified
Pathological Image Segmentation with Noisy Labels	Mar 20, 2021	Image SegmentationSegmentation	—Unverified
Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline	Mar 19, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Improving Image co-segmentation via Deep Metric Learning	Mar 19, 2021	Image SegmentationMetric Learning	—Unverified
Topology-Aware Segmentation Using Discrete Morse Theory	Mar 18, 2021	Image SegmentationSegmentation	—Unverified
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images	Mar 17, 2021	Image SegmentationInteractive Segmentation	—Unverified
Color image segmentation based on a convex K-means approach	Mar 17, 2021	Image SegmentationSegmentation	—Unverified
Semi-Supervised Learning for Eye Image Segmentation	Mar 17, 2021	Image SegmentationSegmentation	—Unverified
K-expectiles clustering	Mar 16, 2021	ClusteringComputational Efficiency	—Unverified
Invertible Residual Network with Regularization for Effective Medical Image Segmentation	Mar 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on Video	Mar 16, 2021	Image SegmentationSegmentation	CodeCode Available
Image Segmentation Methods for Non-destructive testing Applications	Mar 13, 2021	Image SegmentationSegmentation	—Unverified
Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation	Mar 12, 2021	Image SegmentationManagement	—Unverified
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTs	Mar 12, 2021	Computed Tomography (CT)COVID-19 Image Segmentation	CodeCode Available

Show:10 25 50

← PrevPage 143 of 202Next →

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