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 2476–2500 of 5035 papers

Title	Date	Tasks	Status	Hype
Analysis of the performance of U-Net neural networks for the segmentation of living cells	Oct 4, 2022	Cell SegmentationCell Tracking	CodeCode Available	0
Wild Animal Classifier Using CNN	Oct 3, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Learning Hierarchical Image Segmentation For Recognition and By Recognition	Oct 1, 2022	Computational Efficiencyimage-classification	CodeCode Available	1
Attention Augmented ConvNeXt UNet For Rectal Tumour Segmentation	Oct 1, 2022	Image SegmentationSegmentation	—Unverified	0
Predictive Inference with Feature Conformal Prediction	Oct 1, 2022	Conformal PredictionImage Segmentation	CodeCode Available	1
PLN: Parasitic-Like Network for Barely Supervised Medical Image Segmentation	Sep 30, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo Labels	Sep 30, 2022	Domain GeneralizationImage Segmentation	CodeCode Available	0
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods	Sep 30, 2022	Computational EfficiencyData Augmentation	—Unverified	0
NBV-SC: Next Best View Planning based on Shape Completion for Fruit Mapping and Reconstruction	Sep 30, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Automatic satellite building construction monitoring	Sep 29, 2022	Image Segmentationobject-detection	—Unverified	0
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation	Sep 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation	Sep 28, 2022	Brain SegmentationImage Segmentation	CodeCode Available	1
Data Augmentation using Feature Generation for Volumetric Medical Images	Sep 28, 2022	ClassificationData Augmentation	—Unverified	0
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning	Sep 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels	Sep 27, 2022	AnatomyContrastive Learning	CodeCode Available	0
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference Annotations	Sep 26, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
RetiFluidNet: A Self-Adaptive and Multi-Attention Deep Convolutional Network for Retinal OCT Fluid Segmentation	Sep 26, 2022	Image SegmentationManagement	CodeCode Available	1
Grsnet: gated residual supervision network for pixel-wise building segmentation in remote sensing imagery	Sep 23, 2022	Image SegmentationSegmentation Of Remote Sensing Imagery	—Unverified	0
TeST: Test-time Self-Training under Distribution Shift	Sep 23, 2022	Domain AdaptationImage Segmentation	—Unverified	0
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation	Sep 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Segmentation of patchy areas in biomedical images based on local edge density estimation	Sep 22, 2022	Density EstimationImage Segmentation	—Unverified	0
Graph Neural Network and Superpixel Based Brain Tissue Segmentation (Corrected Version)	Sep 21, 2022	Graph Neural NetworkImage Segmentation	—Unverified	0
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images	Sep 21, 2022	Contrastive LearningImage Augmentation	CodeCode Available	1
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions	Sep 21, 2022	Data AugmentationDomain Adaptation	CodeCode Available	2
Towards Robust Referring Image Segmentation	Sep 20, 2022	Image SegmentationSegmentation	CodeCode Available	1

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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