/AI-TI-RADS

AI TI-RADS system optimized using genetic algorithm

Primary LanguageJupyter NotebookOtherNOASSERTION

AI-TI-RADS

AI TI-RADS Calculator website: https://deckard.duhs.duke.edu/~ai-ti-rads

Docker

docker build -t tirads .
docker run --rm -p 8889:8889 -v `pwd`:/workspace tirads

Genetic Algorithm Optimization

Optimization code is in the ai-tirads.ipynb notebook.

Build and run docker image to open jupyter home page and access the notebook on your local machine.

Optimization Results

The plot below shows the mean and standard deviation of training loss function (ROC AUC) for each population.

Optimization

The first population is initialized with individuals representing ACR TI-RADS which achieved 0.79 ROC AUC.

AI TI-RADS Points

AI TI-RADS