Elderly Fall Detection Dataset in Home Environment

#action recognition #anomaly detection #home safety #elderly care #smart monitoring

500 records
1.5G
MP4/JSON
CC-BY-NC-SA 4.0
MOBIUSI INC

Updated:2026-02-04

AI Analysis & Value Prop

With the intensification of global aging, the safety of elderly people at home is increasingly being prioritized. Currently, traditional monitoring systems often only provide static video sources, unable to identify potentially dangerous behaviors like falls in real-time for the elderly. This technological shortcoming means that older adults face a higher risk of accidental injury. This dataset aims to assist researchers and developers in building effective action detection models to identify elderly falls at home in real-time using high-quality video data. The dataset is constructed using multiple high-definition cameras capturing from various indoor environments (such as living rooms, bedrooms, bathrooms) to ensure the diversity and authenticity of the video data. Additionally, the data undergoes multiple rounds of annotation and expert review to ensure high annotation quality. The data is stored in MP4 format, following a unified file naming convention, making it easy for subsequent processing and use.

Dataset Insights

Sample Examples

c81c795f**.mp4|1280*720|856.05 KB

Technical Specifications

Field	Type	Description
file_name	string	File name
duration	string	Duration
quality	string	Resolution

Compliance Statement

Authorization Type	CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What is the primary use of this dataset?: The primary use of the Elderly Fall Detection Dataset is to research and develop security monitoring systems that can detect falls in elderly people, thereby enhancing home safety.

What scenarios does the Elderly Fall Detection Dataset cover?: The dataset covers multiple common home scenarios, including the living room, bedroom, and kitchen.

What makes this dataset particularly important in the security domain?: As the issue of an aging population intensifies, the home safety of the elderly becomes a focal point. This dataset helps in building intelligent security systems that can automatically detect fall events.

How can this dataset be used to enhance home safety?: By training machine learning models to detect fall incidents of the elderly at home, it can provide timely alerts and assist in preventing further injuries.

Who benefits most from this dataset?: Elderly individuals, security system developers, and home caregivers benefit the most, as it enhances the quality of life and safety for seniors at home.

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Cite this Work

@dataset{Mobiusi2025,
  title={Elderly Fall Detection Dataset in Home Environment},
  author={MOBIUSI INC},
  year={2025},
  url={https://www.mobiusi.com/datasets/8002c73f83d219fc6b3fd418edd2f45a?dataset_scene_id=10},
  urldate={2025-09-15},
  keywords={elderly fall detection, action detection dataset, security monitoring, elderly safety, fall detection},
  version={1.0}
}

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