Volumetric macromolecule identification in cryo-electron tomograms using capsule networks

Volumetric macromolecule identification in cryo-electron tomograms using capsule networks

Abstract Background Despite recent advances in cellular cryo-electron tomography (CET), developing automated tools for macromolecule identification in submolecular resolution remains challenging due to the lack of annotated data and high structural complexities. To date, the extent of the deep learn...

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Bibliographic Details
Main Authors: Noushin Hajarolasvadi, Vikram Sunkara, Sagar Khavnekar, Florian Beck, Robert Brandt, Daniel Baum
Format: Article
Language:English
Published: BMC 2022-08-01
Series:BMC Bioinformatics
Subjects:
Biomedical imaging
Cellular cryo-electron tomography
Macromolecule identification
Deep learning
Capsule network
Online Access:https://doi.org/10.1186/s12859-022-04901-w

Internet

https://doi.org/10.1186/s12859-022-04901-w

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