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 4426–4450 of 5035 papers

Title	Date	Tasks	Status	Hype
Interactive Medical Image Segmentation via Point-Based Interaction and Sequential Patch Learning	Apr 27, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Weakly-Supervised Learning-Based Feature Localization in Confocal Laser Endomicroscopy Glioma Images	Apr 25, 2018	Decision MakingDiagnostic	—Unverified	0
Matlab Implementation of Machine Vision Algorithm on Ballast Degradation Evaluation	Apr 24, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
Image Clustering with Optimization Algorithms and Color Space	Apr 18, 2018	ClusteringImage Clustering	CodeCode Available	0
Towards integrating spatial localization in convolutional neural networks for brain image segmentation	Apr 12, 2018	Brain Image SegmentationImage Segmentation	—Unverified	0
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available	0
Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means	Apr 11, 2018	ClusteringImage Segmentation	—Unverified	0
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning	Apr 11, 2018	ClusteringImage Segmentation	—Unverified	0
Attention U-Net: Learning Where to Look for the Pancreas	Apr 11, 2018	Brain Tumor SegmentationComputational Efficiency	CodeCode Available	1
Outline Objects using Deep Reinforcement Learning	Apr 10, 2018	Deep Reinforcement LearningImage Segmentation	—Unverified	0
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks	Apr 9, 2018	General Classificationimage-classification	—Unverified	0
Image Segmentation using Sparse Subset Selection	Apr 8, 2018	Image SegmentationSegmentation	CodeCode Available	0
Application of Superpixels to Segment Several Landmarks in Running Rodents	Apr 7, 2018	Image SegmentationSegmentation	—Unverified	0
Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound	Apr 7, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training	Apr 7, 2018	Image SegmentationOrgan Segmentation	—Unverified	0
Image Segmentation Using Subspace Representation and Sparse Decomposition	Apr 6, 2018	Image SegmentationMotion Segmentation	—Unverified	0
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation	Apr 5, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
Multi-level Activation for Segmentation of Hierarchically-nested Classes	Apr 5, 2018	Image SegmentationMulti-class Classification	—Unverified	0
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection	Mar 28, 2018	Data AugmentationImage Segmentation	—Unverified	0
Compassionately Conservative Balanced Cuts for Image Segmentation	Mar 27, 2018	Clusteringgraph partitioning	—Unverified	0
CompNet: Complementary Segmentation Network for Brain MRI Extraction	Mar 27, 2018	DecoderImage Segmentation	CodeCode Available	1
Deep learning and its application to medical image segmentation	Mar 23, 2018	AnatomyComputed Tomography (CT)	—Unverified	0
A Neural Markovian Multiresolution Image Labeling Algorithm	Mar 20, 2018	image-classificationImage Classification	—Unverified	0
Adaptive strategy for superpixel-based region-growing image segmentation	Mar 17, 2018	Image SegmentationSegmentation	—Unverified	0

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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