Proceedings of the International Display Workshops Volume 27 (IDW '20)
Dec 9 - Dec 11, 2020Virtual Conference
Proceedings of the International Display Workshops Volume 27 (IDW '20)
Dec 9 - Dec 11, 2020Virtual Conference
[AIS1/PRJ1-1(Invited)]On Generalization of Deep Neural Networks for Visual Recognition Tasks
*Takayuki Okatani1,2(1. Tohoku University (Japan), 2. RIKEN (Japan))
Keywords:
Deep learning,Computer vision,Image restoration,Out-of-distribution detection
This article discusses generalization ability of deep neural networks (DNNs) for visual recognition tasks. It is known that DNNs easily fail for images to which noises are added, when they have not learned the noisy images. We discuss how to cope with such limitation of DNNs.