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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 1–10 of 41 papers

Title	Date	Tasks	Status	Hype
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart	Jul 1, 2024	3D Medical Imaging Segmentationimage-classification	CodeCode Available	3
UNETR: Transformers for 3D Medical Image Segmentation	Mar 18, 2021	3D Medical Imaging SegmentationDecoder	CodeCode Available	3
MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework	Jul 31, 2024	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	2
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	Feb 5, 2024	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	2
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor Segmentation	CodeCode Available	1
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models	Sep 29, 2024	3D Medical Imaging SegmentationMedical Image Classification	CodeCode Available	1
Med3D: Transfer Learning for 3D Medical Image Analysis	Apr 1, 2019	3D Medical Imaging SegmentationLiver Segmentation	CodeCode Available	1
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation	Feb 1, 2022	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	1
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellation	Nov 5, 2020	3D Medical Imaging SegmentationAnatomy	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

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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