Techniques to Address Overfitting in Donkey Car Neural Network Autonomous Driving Agents and Achieve Robustness

Techniques to Address Overfitting in Donkey Car Neural Network Autonomous Driving Agents and Achieve Robustness

June 4, 2019 Original Author: Felix Yu, Source: https://flyyufelix.github.io/2019/06/04/pixmoving-hackathon.html Using style transfer as a data augmentation technique to improve model robustness 1. Introduction During my time in the United States last year, I attended several Donkey Car meetups and noticed that Donkey Cars using end-to-end neural networks (i.e., directly outputting steering and throttle) performed worse … Read more