Towards Evaluating Driver Fatigue with Robust Deep Learning Models

no code implementations • 16 Jul 2020 • Ken Alparslan, Yigit Alparslan, Matthew Burlick

We develop an eye model by using new Eye-blink dataset and a face model by using the Closed Eyes in the Wild (CEW).

Data Augmentation Face Model

Adversarial Attacks against Neural Networks in Audio Domain: Exploiting Principal Components

no code implementations • 14 Jul 2020 • Ken Alparslan, Yigit Alparslan, Matthew Burlick

We achieve 100% adversarial success rate (zero successful classification by DeepSpeech) on all 25 adversarial wave forms that we crafted.

Classification General Classification