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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	Score
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models	Sep 29, 2024	3D Medical Imaging SegmentationMedical Image Classification	CodeCode Available	1	5
SegReg: Segmenting OARs by Registering MR Images and CT Annotations	Nov 12, 2023	3D Medical Imaging SegmentationSegmentation	CodeCode Available	1	5
FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images	Mar 14, 2024	3D Medical Imaging SegmentationGPU	CodeCode Available	1	5
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellation	Nov 5, 2020	3D Medical Imaging SegmentationAnatomy	CodeCode Available	1	5
Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus	Jan 10, 2022	3D Medical Imaging SegmentationMedical 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
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	5
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study	Dec 12, 2016	3D Medical Imaging SegmentationBrain Segmentation	CodeCode Available	0	5
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
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

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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