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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
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor Segmentation	CodeCode Available	1
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
CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks	Mar 28, 2020	3D Medical Imaging SegmentationAction Recognition	CodeCode Available	1
Med3D: Transfer Learning for 3D Medical Image Analysis	Apr 1, 2019	3D Medical Imaging SegmentationLiver Segmentation	CodeCode Available	1
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified	0
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation	Feb 8, 2025	3D Medical Imaging SegmentationDomain Adaptation	—Unverified	0
Cats: Complementary CNN and Transformer Encoders for Segmentation	Aug 24, 2022	3D Medical Imaging SegmentationDecoder	—Unverified	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
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available	0
Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus	Jan 10, 2022	3D Medical Imaging SegmentationMedical Image 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