/TDA_on_MNIST

Primary LanguageJupyter Notebook

TDA_on_MNIST

MODEL FLAGS

  • Only for dataset preparation:

    • FOR MNIST
        MODEL FLAGS = "--data MNIST --ippath None --data_path ../data/datasets_MNIST/"
    • FOR CMATER
        MODEL FLAGS = "--data CMATER --ippath ../data/CMATERdb3.1.3.3/ --data_path ../data/datasets_CMATER/"
  • Only for topological data extraction (728 features):

    • FOR MNIST
        MODEL FLAGS = "--data MNIST --ippath ../data/datasets_MNIST/ --oppath ../data/datasets_MNIST/tda_features/"
    • FOR CMATERdb
        MODEL FLAGS = "--data CMATER --ippath  ../data/datasets_CMATER/ --oppath ../data/datasets_CMATER/tda_features/"
  • Only for Deep Feature Extractions (ResNet18 Model):

    • FOR MNIST
        MODEL FLAGS = 
    • FOR CMATER
        MODEL FLAGS = 
  • Only for Classification and Optimisation of the features:

    • FOR MNIST
        MODEL FLAGS = "--data MNIST --data_dir ../data/datasets_MNIST/ --model SVM_multiclass --optimisation yes --N 25 --max_iter 10 --concatenate yes"
    • FOR CMATER
        MODEL FLAGS = "--data CMATER --data_dir ../data/datasets_CMATER/ --model SVM_multiclass --optimisation yes --N 25 --max_iter 10 --concatenate yes"