In-vehicle alertness monitoring for older adults

08/17/2022
by   Heng Yao, et al.
6

Alertness monitoring in the context of driving improves safety and saves lives. Computer vision based alertness monitoring is an active area of research. However, the algorithms and datasets that exist for alertness monitoring are primarily aimed at younger adults (18-50 years old). We present a system for in-vehicle alertness monitoring for older adults. Through a design study, we ascertained the variables and parameters that are suitable for older adults traveling independently in Level 5 vehicles. We implemented a prototype traveler monitoring system and evaluated the alertness detection algorithm on ten older adults (70 years and older). We report on the system design and implementation at a level of detail that is suitable for the beginning researcher or practitioner. Our study suggests that dataset development is the foremost challenge for developing alertness monitoring systems targeted at older adults. This study is the first of its kind for a hitherto under-studied population and has implications for future work on algorithm development and system design through participatory methods.

READ FULL TEXT

page 5

page 6

page 9

page 11

research
09/07/2023

MVD:A Novel Methodology and Dataset for Acoustic Vehicle Type Classification

Rising urban populations have led to a surge in vehicle use and made tra...
research
04/12/2021

Developing Annotated Resources for Internal Displacement Monitoring

This paper describes in details the design and development of a novel an...
research
09/14/2019

Identifying Malicious Players in GWAP-based Disaster Monitoring Crowdsourcing System

Disaster monitoring is challenging due to the lake of infrastructures in...
research
08/07/2023

Advancements In Crowd-Monitoring System: A Comprehensive Analysis of Systematic Approaches and Automation Algorithms: State-of-The-Art

Growing apprehensions surrounding public safety have captured the attent...
research
02/01/2023

Navigating in the Dark – Designing Autonomous Driving Features to Assist Old Adults with Visual Impairments

Age-related macular degeneration is a leading cause of blindness worldwi...
research
07/01/2020

Surveying Off-Board and Extra-Vehicular Monitoring and Progress Towards Pervasive Diagnostics

We survey the state-of-the-art in offboard diagnostics for vehicles, the...
research
03/19/2020

AQPDBJUT Dataset: Picture-Based PM Monitoring in the Campus of BJUT

Ensuring the students in good physical levels is imperative for their fu...

Please sign up or login with your details

Forgot password? Click here to reset