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 3601–3625 of 5035 papers

Title	Date	Tasks	Status	Hype
Towards Musically Meaningful Explanations Using Source Separation	Sep 4, 2020	Explainable ModelsImage Segmentation	CodeCode Available	1
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking	Sep 1, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Quality-aware semi-supervised learning for CMR segmentation	Sep 1, 2020	Data AugmentationImage Segmentation	—Unverified	0
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers	Aug 28, 2020	Image SegmentationSegmentation	—Unverified	0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy	Aug 27, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural Networks	Aug 27, 2020	Image SegmentationSegmentation	CodeCode Available	0
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information	Aug 27, 2020	Domain GeneralizationImage Segmentation	—Unverified	0
Identifying and Tracking Solar Magnetic Flux Elements with Deep Learning	Aug 27, 2020	Deep LearningImage Segmentation	CodeCode Available	0
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image Segmentation	Aug 26, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	0
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy	Aug 25, 2020	Graph Neural NetworkImage Segmentation	—Unverified	0
Mask-guided sample selection for Semi-Supervised Instance Segmentation	Aug 25, 2020	Active LearningImage Segmentation	—Unverified	0
Image Segmentation of Zona-Ablated Human Blastocysts	Aug 19, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data	Aug 18, 2020	Image SegmentationSegmentation	—Unverified	0
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement	Aug 16, 2020	Boundary DetectionImage Segmentation	—Unverified	0
RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation	Aug 16, 2020	Efficient Neural NetworkImage Segmentation	CodeCode Available	1
Feedback Attention for Cell Image Segmentation	Aug 14, 2020	Image SegmentationSegmentation	—Unverified	0
Sparse Coding Driven Deep Decision Tree Ensembles for Nuclear Segmentation in Digital Pathology Images	Aug 13, 2020	Image SegmentationNuclear Segmentation	—Unverified	0
Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation	Aug 12, 2020	Decoderimage-classification	CodeCode Available	0
Image segmentation via Cellular Automata	Aug 11, 2020	Image SegmentationSegmentation	—Unverified	0
Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field	Aug 5, 2020	Image SegmentationSegmentation	—Unverified	0
Central object segmentation by deep learning for fruits and other roundish objects	Aug 4, 2020	Image SegmentationPosition	CodeCode Available	0
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications	Aug 3, 2020	Deep LearningImage Segmentation	—Unverified	0
PhraseCut: Language-based Image Segmentation in the Wild	Aug 3, 2020	AttributeDiversity	CodeCode Available	1
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation	Aug 3, 2020	Data AugmentationImage Segmentation	—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