Action Recognition Dataset for Infants Approaching Dangerous Areas
#Action recognition #behavior analysis #safety alert #Infant safety monitoring #smart home security #security systems
- 500 records
- 1.6G
- MP4/JSON
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-02-04
AI Analysis & Value Prop
The current security industry faces major challenges in infant safety monitoring, especially in situations where high-risk areas are present at home. Timely identification of dangerous behaviors in infants and issuing alerts is a pressing problem. Current solutions often rely on static monitoring, lacking real-time analysis and reaction capabilities, leading to many accidents. This dataset aims to help develop smarter action recognition systems to timely identify infant behavior approaching high-risk areas through high-quality video data. Data collection is conducted using HD cameras in home environments, covering various daily scenarios. To ensure data quality, we implemented strict quality control measures including multiple rounds of annotation, consistency checks, and expert reviews. Data storage is in MP4 format, organized as sequentially numbered video files for easy subsequent processing and analysis.
Dataset Insights
Sample Examples
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 are the main application scenarios for this dataset?
- This dataset is mainly used in surveillance systems to recognize actions of toddlers nearing dangerous areas to enhance safety measures.
- Which technical fields is this dataset applicable to?
- This dataset is applicable to fields such as computer vision, video analysis, and security technology.
- What kind of background knowledge is needed to use this dataset?
- To use this dataset, knowledge of video understanding techniques, machine learning algorithms, and experience in handling visual data is needed.
- What key features does the dataset include?
- The dataset includes surveillance videos of toddlers nearing dangerous areas in various backgrounds, with corresponding action annotations.
- What is special about this dataset?
- This dataset focuses on a niche area—interactions between toddlers and dangerous areas—making it a unique resource for action recognition in the security field.
- What are the advantages of this dataset in research or industry applications?
- In research, the dataset offers a rich set of real-world video samples for training action recognition algorithms; in industry, it can be used to develop smarter child monitoring and security products.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Action Recognition Dataset for Infants Approaching Dangerous Areas},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/3ab9c0c1ef7c82f9e9f80be2cb112597},
urldate={2025-09-15},
keywords={Infant safety monitoring, action detection dataset, security video dataset, behavior recognition},
version={1.0}
}Using this in research? Please cite us.
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