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3D Medical Imaging Segmentation

3D medical imaging segmentation is the task of segmenting medical objects of interest from 3D medical imaging.

( Image credit: Elastic Boundary Projection for 3D Medical Image Segmentation )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 41 papers

Title	Date	Tasks	Status	Hype
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis	Aug 12, 2020	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis	May 11, 2020	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
Linking convolutional neural networks with graph convolutional networks: application in pulmonary artery-vein separation	Sep 1, 2019	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	0
A joint 3D UNet-Graph Neural Network-based method for Airway Segmentation from chest CTs	Aug 22, 2019	3D Medical Imaging SegmentationGraph Neural Network	—Unverified	0
Enforcing temporal consistency in Deep Learning segmentation of brain MR images	Jun 13, 2019	3D Medical Imaging Segmentation4D Spatio Temporal Semantic Segmentation	CodeCode Available	0
Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithm	Jun 9, 2019	3D Medical Imaging SegmentationBrain Segmentation	CodeCode Available	0
A New Ensemble Learning Framework for 3D Biomedical Image Segmentation	Dec 10, 2018	3D Medical Imaging SegmentationEnsemble Learning	CodeCode Available	0
Elastic Boundary Projection for 3D Medical Image Segmentation	Dec 3, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	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
AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck Anatomy	Aug 15, 2018	3D Medical Imaging SegmentationAnatomy	CodeCode Available	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Holistic-nested CNN	Dice Score	81.3	—	Unverified
2	Multi-class 3D FCN	Dice Score	76.8	—	Unverified