This repository contains some of the work we did on the Vesuvius ink detection challenge. For a collection of useful resources see here.
Most of the work we did is stored in the Notebooks. Below we will explain some of the notebooks:
Exploratory data analysis: While playing around with the default model, we discovered that certain layers were more crucial for ink detection than others. Specifically, the middle layers were found to be more relevant to the ink detection problem. As a result, we sought to investigate this phenomenon further through exploratory data analysis. The notebook is available at Exploratory data analysis.
We also created some functions to do data preprocessing, training visualization and we saved in the folder Utils