Evaluation Model of Cognitive Distraction State Based on Eye Tracking Data Using Neural Networks

Author:

Harada Taku1,Iwasaki Hirotoshi2,Mori Kazuaki1,Yoshizawa Akira2,Mizoguchi Fumio1

Affiliation:

1. Tokyo University of Science, Chiba, Japan

2. Denso IT Laboratory, Inc., Tokyo, Japan

Abstract

Eye tracking reveals a person's state of mind. Thus, representing personal cognitive states using eye tracking leads to objective evaluations of these states, and this representation can be applied to various application fields. In this paper, the authors focus on the cognitive distraction state as a cognitive state, and the authors propose a model that evaluates personal cognitive distraction. The model takes as input eye tracking data and outputs the degree of personal cognitive distraction. The authors use a simple recurrent neural network, which is a type of neural network, to build the proposed model. In addition, the authors apply the proposed model to eye tracking for a person driving a car.

Publisher

IGI Global

Subject

Pharmacology (medical)

Reference18 articles.

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