Automated Glitch Detection in Video Games
This work includes generating corrupted images by inserting several type of artifacts to images/videos and using the "ensemble" model to classify normal and corrupted images.
The program to generate corrupted images is under the "Glitchify" folder.
The ensemble model to classify images as glitched or not is under the "Ensemble" folder.
Methods to extract features that we have explored but not used in the ensemble model are included in the "Experiment" folder.
Some old tools and outdated models are in the "Archive" folder.
Run the following two commands to install the required packages, or to install all the packages listed in "setup.txt".
chmod +x install_packages.sh
bash install_packages.sh
Parmida Davarmanesh, University of Michigan
Kuanhao Jiang, University of Pennsylvania
Tingting Ou, Johns Hopkins University
Artem Vysogorets, University of Massachusetts Amherst
Shantanu Joshi, University of California, Los Angeles
Nicholas Malaya, AMD Research