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biometric-SMAD-PCA

Python code for PCA-based method in Single Image Face Morphing Attack Detection

Here is the code used for the PCA-based S-MAD approach.

  1. DATA_PREPROCESSING.ipynb: Notebook I, for data preprocessing and LPB features generation
    • needs lpb.py file
  2. PROPOSED_METHOD.ipynb: Notebook II, to conduct an experiment with proposed PCA-based method
    • needs exercise5.py (Gaussian Process Bayesian Classifier code)
  3. DET_SCRIPT_SHORT.ipynb: Notebook III, for DET curves and D-EER computing
    • need DET.py (course material)
  4. PCA_VISUALIZATION.ipynb: Notebook IV, to visualize some elements from a given PCA

In data, you can find:

  • in S-MAD-Experiments
    • the repositories of all conducted experiments, with save txt files
    • all associated reports
    • a merged report, that combine all experiment reports
  • the empty repositories that should contain FERET and FRGCv2 processed pictures

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