178 citations · 347 across the 23 of their papers we have counts for
3 papers · 1 filter
Beyond Grand Theft Auto V for Training, Testing and Enhancing Deep Learning in Self Driving Cars
Mark Martinez, Chawin Sitawarin, Kevin Finch +3
As an initial assessment, over 480,000 labeled virtual images of normal highway driving were readily generated in Grand Theft Auto V's virtual environment. Using these images, a CN…
Inverse designed photonic fibers and metasurfaces for nonlinear frequency conversion
Chawin Sitawarin, Weiliang Jin, Zin Lin +1
Typically, photonic waveguides designed for nonlinear frequency conversion rely on intuitive and established principles, including index guiding and band gap engineering, and are b…
Enhancing Robustness of Machine Learning Systems via Data Transformations
Arjun Nitin Bhagoji, Daniel Cullina, Chawin Sitawarin +1
We propose the use of data transformations as a defense against evasion attacks on ML classifiers. We present and investigate strategies for incorporating a variety of data transfo…