Home Appliance Nut Loose Detection Dataset
#Object Detection #Image Classification #Industrial Inspection #Quality Control #Manufacturing Safety
- 15000 records
- 3.5G
- JPG/PNG/JSON
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-03-11
AI Analysis & Value Prop
In the current industrial landscape, the issue of loose nuts in home appliances poses significant safety risks, leading to equipment failure and potential hazards. Existing solutions often lack the capability to effectively detect such issues in real-time, resulting in increased maintenance costs and safety concerns. This dataset aims to address the technical challenge of accurately identifying loose nuts through image recognition, providing a comprehensive resource for enhancing safety protocols in manufacturing. The dataset comprises images captured using high-resolution cameras in controlled environments, ensuring optimal visibility of nut conditions. Quality control measures include multi-round annotations and expert reviews to ensure high labeling accuracy. The dataset is organized in JPG format, with a systematic folder structure for easy access.
Dataset Insights
Sample Examples
b8010286**.png|1280*1303|748.19 KB
2f8c55ce**.png|1280*1835|1.25 MB
7d284759**.png|1280*1439|1.16 MB
b48b768d**.png|1280*978|646.92 KB
e7239e0a**.png|1280*1406|526.02 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| nut_status | string | Indicator of whether the nut is in an unfastened state |
| nut_size | string | The size specification of the nut |
| thread_visibility | string | Indicator of whether the threads are visible |
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 loose nut detection dataset for appliances?
- The loose nut detection dataset for appliances is an image dataset used to detect loose nuts in household appliances to prevent equipment failures.
- In which fields is this dataset mainly applied?
- This dataset is mainly applied in the industrial field, particularly in the production and maintenance of household appliances.
- What problems can be solved using this dataset?
- This dataset can effectively identify loose nuts in household appliances, reducing equipment failures and associated losses.
- What are the main features of the loose nut detection dataset for appliances?
- The main features of this dataset include a large number of images with annotations indicating the positions of loose nuts in household appliances.
- Why does the appliance industry need such a detection dataset?
- The appliance industry needs such a detection dataset to enhance product quality and safety, and to minimize failures caused by loose nuts.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Home Appliance Nut Loose Detection Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/1c8befab93cfdaadf7e0afde90d86089},
urldate={2025-08-28},
keywords={home appliance nut detection,industrial safety dataset,image classification dataset,object detection in manufacturing},
version={1.0}
}Using this in research? Please cite us.
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