Computer Vision

Data Augmentation Can Improve Robustness - DSA ADS Course 2023

DSA ADS Course 2023

This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.

Discuss reducing robust overfitting by using common data augmentation schemes. When combined with model weight averaging, data augmentation can significantly boost robust accuracy.

Compare various augmentations techniques and observe that spatial composition techniques work the best for adversarial training.