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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 11–20 of 41 papers

Title	Date	Tasks	Status	Hype
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
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available	0
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation	Feb 1, 2022	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	1
Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus	Jan 10, 2022	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	0
UNETR: Transformers for 3D Medical Image Segmentation	Mar 18, 2021	3D Medical Imaging SegmentationDecoder	CodeCode Available	3
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellation	Nov 5, 2020	3D Medical Imaging SegmentationAnatomy	CodeCode Available	1
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor Segmentation	CodeCode Available	1
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
BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis	Apr 7, 2020	3D Medical Imaging SegmentationAutomatic Machine Learning Model Selection	CodeCode Available	1

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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