emicroml
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  • 1. Installation instructions
  • 2. Reference
  • 3. Examples
    • 3.1. Examples of CBED-related tasks
      • 3.1.1. Examples of CBED multislice simulations
      • 3.1.2. Examples of distortion estimation of CBED patterns
        • 3.1.2.1. Generating machine learning datasets for training and validation
        • 3.1.2.2. Combining then splitting machine learning datasets for training and validation
        • 3.1.2.3. Training a machine learning model
        • 3.1.2.4. Generating machine learning datasets for the machine learning model test set #1
        • 3.1.2.5. Combining machine learning datasets for the machine learning model test set #1
        • 3.1.2.6. Running the machine learning model test set #1
        • 3.1.2.7. Running the RGM test set #1
        • 3.1.2.8. Analyzing machine learning model training results
        • 3.1.2.9. Analyzing machine learning model testing results
        • 3.1.2.10. Correcting distortion in SAED data
  • 4. Literature
  • 5. License
emicroml
  • 3. Examples
  • 3.1. Examples of CBED-related tasks
  • 3.1.2. Examples of distortion estimation of CBED patterns

3.1.2. Examples of distortion estimation of CBED patterns

Below are links to some code examples of “actions” that are related to the estimation of distortion in CBED patterns, using deep learning.

The majority of the data presented in Ref. (INSERT REFERENCE) can be reproduced by running all of the examples listed on this current page.

  • 3.1.2.1. Generating machine learning datasets for training and validation
  • 3.1.2.2. Combining then splitting machine learning datasets for training and validation
  • 3.1.2.3. Training a machine learning model
  • 3.1.2.4. Generating machine learning datasets for the machine learning model test set #1
  • 3.1.2.5. Combining machine learning datasets for the machine learning model test set #1
  • 3.1.2.6. Running the machine learning model test set #1
  • 3.1.2.7. Running the RGM test set #1
  • 3.1.2.8. Analyzing machine learning model training results
  • 3.1.2.9. Analyzing machine learning model testing results
  • 3.1.2.10. Correcting distortion in SAED data
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© Copyright 2025, Matthew Fitzpatrick. Last updated on Jun 25, 2025.

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