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 3201–3225 of 5035 papers

Title	Date	Tasks	Status
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation	Mar 18, 2022	Federated LearningImage Segmentation	—Unverified
Transframer: Arbitrary Frame Prediction with Generative Models	Mar 17, 2022	image-classificationImage Classification	—Unverified
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation	Mar 17, 2022	Image SegmentationSegmentation	—Unverified
CapsNet for Medical Image Segmentation	Mar 16, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	—Unverified
The Structured Abstain Problem and the Lovász Hinge	Mar 16, 2022	Binary ClassificationImage Segmentation	—Unverified
Tangles and Hierarchical Clustering	Mar 16, 2022	ClusteringImage Segmentation	—Unverified
Neural Radiance Projection	Mar 15, 2022	Generative Adversarial NetworkImage Segmentation	—Unverified
Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance	Mar 14, 2022	Image SegmentationSemantic Segmentation	—Unverified
PNM: Pixel Null Model for General Image Segmentation	Mar 13, 2022	Image Segmentationmodel	—Unverified
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation	Mar 12, 2022	Federated LearningHyperparameter Optimization	—Unverified
Medical Image Segmentation on MRI Images with Missing Modalities: A Review	Mar 11, 2022	Image GenerationImage Segmentation	—Unverified
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation	Mar 10, 2022	Image SegmentationMedical Image Segmentation	—Unverified
An Efficient Polyp Segmentation Network	Mar 8, 2022	Image SegmentationSegmentation	—Unverified
Cartoon-texture evolution for two-region image segmentation	Mar 7, 2022	Image SegmentationSegmentation	—Unverified
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging	Mar 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers	Mar 7, 2022	CPUImage Segmentation	—Unverified
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement	Mar 5, 2022	AnatomyImage Segmentation	—Unverified
Evaluation of Dirichlet Process Gaussian Mixtures for Segmentation on Noisy Hyperspectral Images	Mar 5, 2022	Image SegmentationSegmentation	—Unverified
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation	Mar 5, 2022	Compressive SensingImage Segmentation	—Unverified
High-resolution Coastline Extraction in SAR Images via MISP-GGD Superpixel Segmentation	Mar 5, 2022	ClusteringImage Segmentation	—Unverified
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision	Mar 4, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Online Learning of Reusable Abstract Models for Object Goal Navigation	Mar 4, 2022	Image SegmentationObject	—Unverified
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis	Mar 4, 2022	Image SegmentationMedical Image Analysis	—Unverified
Universal Segmentation of 33 Anatomies	Mar 4, 2022	GPUImage 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