Effects of Transformations on Gaze Prediction

Code associated with my thesis Digital Image Transformations Degrade Gaze Prediction Accuracy, which can be found under the docs directory in this repository.

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• Github: https://github.com/soundeffects/transformations_and_gaze_prediction
• Codeberg: https://codeberg.org/soundeffects/transformations_and_gaze_prediction

Run It Yourself

• The dataset has been redistributed on Google Drive: https://drive.google.com/file/d/1JFCYDkm0x1ssk8P7Cii6tA_xQ2i-udhY/view?usp=sharing. Download and unzip into a directory named data. Transformation directories should be directly under the data directory, i.e. data/Boundary, etc.
• Install uv (Python package manager)
• To run the DeepGaze prediction code in deepgaze_predict, you need to add the DeepGaze github repository as a dependency using uv pip install -e https://github.com/matthias-k/DeepGaze
• Run using the shell script: sh run_experiment.sh

License

The contents of this repository are distributed under the MIT License, as seen in the license file, except for the thesis manuscript found at the location docs/thesis.typ, which is distributed under the CC BY-SA 4.0 license.