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 4276–4300 of 5035 papers

Title	Date	Tasks	Status	Hype
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training	Nov 29, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
Phase Collaborative Network for Two-Phase Medical Image Segmentation	Nov 28, 2018	Image SegmentationMedical Image Analysis	—Unverified	0
CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss	Nov 27, 2018	CPUData Augmentation	—Unverified	0
Foreground Clustering for Joint Segmentation and Localization in Videos and Images	Nov 26, 2018	ClusteringImage Segmentation	—Unverified	0
Chan-Vese Reformulation for Selective Image Segmentation	Nov 21, 2018	Image SegmentationSegmentation	—Unverified	0
Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models	Nov 21, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
DSCnet: Replicating Lidar Point Clouds with Deep Sensor Cloning	Nov 17, 2018	Autonomous VehiclesDepth Estimation	—Unverified	0
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks	Nov 17, 2018	Image SegmentationSegmentation	—Unverified	0
The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features	Nov 10, 2018	Brain Image SegmentationBrain Segmentation	—Unverified	0
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery	Nov 10, 2018	Deep LearningImage Segmentation	—Unverified	0
Automatic Brain Structures Segmentation Using Deep Residual Dilated U-Net	Nov 10, 2018	Brain Image SegmentationBrain Segmentation	—Unverified	0
Validating Hyperspectral Image Segmentation	Nov 8, 2018	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	0
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks	Nov 7, 2018	Image SegmentationMulti-Task Learning	CodeCode Available	0
Deep feature transfer between localization and segmentation tasks	Nov 6, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures	Nov 6, 2018	ClusteringImage Segmentation	—Unverified	0
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans	Nov 4, 2018	Brain Tumor SegmentationDeep Attention	CodeCode Available	0
Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks	Nov 1, 2018	Data AugmentationImage Segmentation	—Unverified	0
Consistent estimation of the max-flow problem: Towards unsupervised image segmentation	Nov 1, 2018	Brain Tumor SegmentationDecision Making	—Unverified	0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning	Oct 29, 2018	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
Accelerated Inference in Markov Random Fields via Smooth Riemannian Optimization	Oct 27, 2018	Image SegmentationRiemannian optimization	CodeCode Available	0
Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells	Oct 25, 2018	Depth EstimationDepth Prediction	CodeCode Available	1
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation	Oct 23, 2018	Active LearningImage Segmentation	—Unverified	0
Saliency guided deep network for weakly-supervised image segmentation	Oct 19, 2018	Image SegmentationSegmentation	—Unverified	0
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume Images	Oct 19, 2018	Combinatorial OptimizationImage Registration	CodeCode Available	0
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation	Oct 18, 2018	Image SegmentationLesion Segmentation	CodeCode Available	0

Show:10 25 50

← PrevPage 172 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