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ZENODO
Model . 2024
License: CC BY
Data sources: ZENODO
ZENODO
Model . 2024
License: CC BY
Data sources: Datacite
ZENODO
Model . 2024
License: CC BY
Data sources: Datacite
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DentalSegmentator nnU-Net pretrained model for CBCT image segmentation

Authors: Dot, Gauthier;

DentalSegmentator nnU-Net pretrained model for CBCT image segmentation

Abstract

This repository contains the nnU-Net v2.2 network parameters for the segmentation of dento-maxillo-facial CBCT and CT scans with DentalSegmentator model. The evaluation of this model has been published here: DentalSegmentator: robust deep learning-based CBCT image segmentation Please cite our paper and nnU-Net if you use this model for your research : Dot G, et al. DentalSegmentator: robust open source deep learning-based CT and CBCT image segmentation. Journal of Dentistry (2024) doi:10.1016/j.jdent.2024.105130 Isensee F, Jaeger PF, Kohl SAA, Petersen J, Maier-Hein KH. nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation. Nat Methods. 2021;18(2):203-211. doi:10.1038/s41592-020-01008-z Label numbers correspond to the following classes (please refer to the publication for more details) : upper skull mandible upper teeth lower teeth mandibular canal Instructions for how to use the model are provided at: https://github.com/MIC-DKFZ/nnUNet. A 3D Slicer implementation of this model is also available: https://github.com/gaudot/SlicerDentalSegmentator 

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average