Scholarlink

<p>Accidental falls among the elderly present serious health risks and are a significant concern, particularly for individuals living alone. Annually, approximately 2.8 million seniors require emergency medical attention due to fall-related injuries, highlighting the urgent need for effective fall detection and response mechanisms. While video-based fall detection systems tend to be more expensive than wearable solutions, their ability to integrate with smart home technologies enhances their practicality and real-time monitoring capabilities. This review systematically examines video-based fall detection methodologies, assessing their effectiveness, challenges, and constraints across different processing stages. Furthermore, we provide a comparative analysis of state-of-the-art techniques, identifying key advancements and potential areas for future research to improve reliability and accuracy.</p>

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Technical insights into vision-based fall detection systems: performances, challenges, and constraints

  • 期刊论文

  • 发表日期：

    2025年5月25日

查看全文
  • Anitha Rani Inturi,
  • V. M. Manikandan,
  • Yu-Chen Hu

摘要

Accidental falls among the elderly present serious health risks and are a significant concern, particularly for individuals living alone. Annually, approximately 2.8 million seniors require emergency medical attention due to fall-related injuries, highlighting the urgent need for effective fall detection and response mechanisms. While video-based fall detection systems tend to be more expensive than wearable solutions, their ability to integrate with smart home technologies enhances their practicality and real-time monitoring capabilities. This review systematically examines video-based fall detection methodologies, assessing their effectiveness, challenges, and constraints across different processing stages. Furthermore, we provide a comparative analysis of state-of-the-art techniques, identifying key advancements and potential areas for future research to improve reliability and accuracy.