1 Abstract The realm of popular culture is full of debate: Are ninjas or pirates better? Is the Flash faster than Superman? Which character pairing is the best? This project targets the age-old debate: Are anime cartoons? More specifically, we wish to see if a machine can learn to differentiate between anime and cartoon. For this project, we collected 3600 screenshots of popular cartoons and anime