Cross Your Body: A Cognitive Assessment System for Children

TL;DR

This paper introduces Cross-Your-Body, a novel cognitive assessment system for children using real-world, psychologist-designed physical tasks, capturing fine-grained motion data to evaluate executive functioning and aid in ADHD diagnosis.

Contribution

The paper presents a new system and dataset for cognitive assessment in children, specifically designed for real-world scenarios and clinically relevant evaluation.

Findings

System effectively captures children's physical task performance

Data can be used to measure executive functioning

Potential to improve ADHD diagnosis accuracy

Abstract

While many action recognition techniques have great success on public benchmarks, such performance is not necessarily replicated in real-world scenarios, where the data comes from specific application requirements. The specific real-world application that we are focusing on in this paper is cognitive assessment in children using cognitively demanding physical tasks. We created a system called Cross-Your-Body and recorded data, which is unique in several aspects, including the fact that the tasks have been designed by psychologists, the subjects are children, and the videos capture real-world usage, as they record children performing tasks during real-world assessment by psychologists. Other distinguishing features of our system is that it's scores can directly be translated to measure executive functioning which is one of the key factor to distinguish onset of ADHD in adolescent kids. Due to imprecise execution of actions performed by children, and the presence of fine-grained motion patterns, we systematically investigate and evaluate relevant methods on the recorded data. It is our goal that this system will be useful in advancing research in cognitive assessment of kids.