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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 31–40 of 41 papers

Title	Date	Tasks	Status	Hype
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task	Jul 6, 2017	3D Medical Imaging SegmentationImage 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
An Open-Source Tool for Longitudinal Whole-Brain and White Matter Lesion Segmentation	Jul 10, 2022	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus	Jan 10, 2022	3D Medical Imaging SegmentationMedical Image 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
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation	Sep 5, 2016	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0
Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation	Jul 19, 2018	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	0
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available	0
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation	Mar 18, 2016	3D Medical Imaging SegmentationBrain Lesion Segmentation From Mri	CodeCode Available	0
Elastic Boundary Projection for 3D Medical Image Segmentation	Dec 3, 2018	3D Medical Imaging SegmentationImage Segmentation	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