Appearanced-based Eye-tracking using Convolutional Neural Networks

Description

This repository hosts my Math senior thesis on the topic of Appearanced-based Eye-tracking using Convolutional Neural Networks. For all technical details and implementation, please refer to my thesis linked below.
To see the full thesis:
To see the thesis presentation:

Dependencies

All the required Python packages are listed in the top portion of the utils.py file. The image pre-precessing code also depends on an open-source software called OpenFace, which is available here: https://cmusatyalab.github.io/openface/

To Train Your Own Model

Obtain the Data from the WebGazer Project

https://webgazer.cs.brown.edu/data/

Update Paths

Update the set of paths to your own as specified inside utils.py.

Run the Code in Order

Then, run the code starting from the 1-import folder, then to the 2-build folder, and finally to the 3-analysis folder.

Bibliography

Contact

Email: zxql2015@mymail.pomona.edu