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 2951–2975 of 5035 papers

Title	Date	Tasks	Status
Unsupervised Domain Adaptive Fundus Image Segmentation with Few Labeled Source Data	Oct 10, 2022	Domain AdaptationImage Segmentation	—Unverified
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural Networks	Oct 9, 2022	DecoderImage Segmentation	CodeCode Available
Improving Data-Efficient Fossil Segmentation via Model Editing	Oct 8, 2022	image-classificationImage Classification	—Unverified
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings	Oct 7, 2022	DecoderImage Segmentation	—Unverified
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels	Oct 5, 2022	Domain AdaptationImage Segmentation	CodeCode Available
PriorNet: lesion segmentation in PET-CT including prior tumor appearance information	Oct 5, 2022	Image SegmentationLesion Segmentation	—Unverified
Two Video Data Sets for Tracking and Retrieval of Out of Distribution Objects	Oct 5, 2022	Image SegmentationRetrieval	CodeCode Available
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation	Oct 4, 2022	DecoderImage Segmentation	CodeCode Available
Analysis of the performance of U-Net neural networks for the segmentation of living cells	Oct 4, 2022	Cell SegmentationCell Tracking	CodeCode Available
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift	Oct 4, 2022	Data AugmentationImage Segmentation	—Unverified
Wild Animal Classifier Using CNN	Oct 3, 2022	Image SegmentationSemantic Segmentation	—Unverified
Attention Augmented ConvNeXt UNet For Rectal Tumour Segmentation	Oct 1, 2022	Image SegmentationSegmentation	—Unverified
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo Labels	Sep 30, 2022	Domain GeneralizationImage Segmentation	CodeCode Available
NBV-SC: Next Best View Planning based on Shape Completion for Fruit Mapping and Reconstruction	Sep 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods	Sep 30, 2022	Computational EfficiencyData Augmentation	—Unverified
Automatic satellite building construction monitoring	Sep 29, 2022	Image Segmentationobject-detection	—Unverified
Data Augmentation using Feature Generation for Volumetric Medical Images	Sep 28, 2022	ClassificationData Augmentation	—Unverified
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels	Sep 27, 2022	AnatomyContrastive Learning	CodeCode Available
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning	Sep 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
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
TeST: Test-time Self-Training under Distribution Shift	Sep 23, 2022	Domain AdaptationImage Segmentation	—Unverified
Grsnet: gated residual supervision network for pixel-wise building segmentation in remote sensing imagery	Sep 23, 2022	Image SegmentationSegmentation Of Remote Sensing Imagery	—Unverified
Segmentation of patchy areas in biomedical images based on local edge density estimation	Sep 22, 2022	Density EstimationImage Segmentation	—Unverified
Graph Neural Network and Superpixel Based Brain Tissue Segmentation (Corrected Version)	Sep 21, 2022	Graph Neural NetworkImage Segmentation	—Unverified
CNN based Intelligent Streetlight Management Using Smart CCTV Camera and Semantic Segmentation	Sep 18, 2022	Image SegmentationManagement	CodeCode Available

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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