MOBIUSI INCWith the rapid development of the commercial retail industry, theft has caused significant losses to merchants. Existing monitoring systems often find it difficult to detect complex theft behavior in real-time, resulting in merchants being unable to take timely measures after losses occur. This dataset aims to assist researchers and developers in building efficient action detection models to meet this challenge by providing a large number of real commercial retail theft behavior videos. Data collection is conducted by deploying surveillance cameras in supermarkets, convenience stores, and clothing stores, capturing the behavior of real customers and staff. To ensure data quality, multi-round annotations and consistency checks are used, combined with expert reviews to ensure the accuracy of the annotations. The data is stored in MP4 format, and video files are organized by date and location.
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| duration | string | Duration |
| quality | string | Resolution |
| Authorization Type | Proprietary - Commercial AI Training License (No Redistribution) |
| 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 |

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@dataset{Mobiusi2025,
title={Commercial Retail Theft Action Recognition Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/e55e5463a5338daad0df2005bd11f9cb},
urldate={2025-09-15},
keywords={commercial retail, theft action recognition, security dataset, action detection, video surveillance},
version={1.0}
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