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auto_2d_class_selection [2019/07/29 14:48]
twagner [Changelog]
auto_2d_class_selection [2019/12/05 09:29]
twagner
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-====== Cinderella: Automatic 2D class selection ======+====== Cinderella: Deep learning based 2D class and micrograph selection ======
  
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-Our automatic 2d class selection tool (**Cinderella**) is based on a deep learning network to seperate 2D classes from .hdf / .mrcs files into good and bad classesIt uses the same deep neural network as crYOLO and was pretrained on set good / bad classes. Cinderella was written to automate cryo-em data processing. It's open source and easy to use ([[auto2d_tutorial|see tutorial]]). You can easily train it with your own set of classes.+Our 2d class and micrograph selection tool (**Cinderella**) is based on a deep learning network to separate 2D classes or micrographs into good and bad classes. For 2D classes, it supports .hdf/.mrcs and for micrographs .mrc format.  
 +Cinderella uses the same deep neural network as crYOLO and provides pretrained general model for classifying 2D classes. Cinderella was written to automate cryo-em data processing. It's open source and easy to use ([[auto2d_tutorial|see tutorial]]). You can easily train it with your own set of classes. 
 <note> <note>
   * **License**: MIT   * **License**: MIT
   * **GitHub repository**: https://github.com/MPI-Dortmund/sphire_classes_autoselect   * **GitHub repository**: https://github.com/MPI-Dortmund/sphire_classes_autoselect
 </note> </note>
 +
 Here are a couple of examples for good / bad classes in Cinderella:  Here are a couple of examples for good / bad classes in Cinderella: 
  
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 ====Changelog==== ====Changelog====
 +=== Version 0.4 ===
 +  * Apply weights if good / bad training classes are unbalanced
 +  * It is no possible to train cinderella to select micrographs
 +  * Updated the general model for 2D class selection.
  
 === Version 0.3.1 === === Version 0.3.1 ===
auto_2d_class_selection.txt · Last modified: 2020/08/27 15:11 by twagner