Detection of ADHD based on Eye Movements during Natural Viewing. (arXiv:2207.01377v4 [cs.CV] UPDATED)

Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental
disorder that is highly prevalent and requires clinical specialists to
diagnose. It is known that an individual's viewing behavior, reflected in their
eye movements, is directly related to attentional mechanisms and higher-order
cognitive processes. We therefore explore whether ADHD can be detected based on
recorded eye movements together with information about the video stimulus in a
free-viewing task. To this end, we develop an end-to-end deep learning-based
sequence model which we pre-train on a …

adhd arxiv cv detection movements natural