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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	Score
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	5
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	5
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation	Sep 5, 2016	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0	5
Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation	Jul 19, 2018	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	0	5
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available	0	5
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	5
Elastic Boundary Projection for 3D Medical Image Segmentation	Dec 3, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0	5
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	5
Semantic Context Forests for Learning-Based Knee Cartilage Segmentation in 3D MR Images	Jul 11, 2013	3D Medical Imaging SegmentationSegmentation	CodeCode Available	0	5
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning	Oct 29, 2018	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0	5

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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