Code for ROP project on "Accelerating Dataset Heterogeneity Assessment with Fourier-Transformed Features". I investigated if an approach using Fourier-transformed features can assess dataset heterogeneity using cluster analysis at a faster speed than using features extracted from a Convolutional Neural Network (CNN). IRMA X-Ray images/data from Kaggle.
Files:
- irma_dataset_new.py - file used to convert IRMA code into pandas dataframe with body part information.
- ROP_Main_Code_(Summary).ipynb - shortened version of code used for the experiments
- ROP_Graphs_and_Plots.ipynb - data visualizations of cluster analysis results