Home/Industry/Home Appliance Nut Loose Detection Dataset

Home Appliance Nut Loose Detection Dataset

V1.0
Latest Update:
2025-10-13
Samples:
15000 records
File Size:
3.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Industrial Inspection | Quality Control | Manufacturing Safety
Applications:
Object Detection | Image Classification

Brief Introduction

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.

Sample Examples

ImageFile NameResolutionNut StatusNut SizeThread Visibility
b80102863ebe43cbf2cb2c97a8fa328a.png1280*1303not tightenedstandard sizepartially visible
2f8c55ceb96819c952c66aef8f8de93b.png1280*1835not tightenedM6 sizepartially visible
7d2847592df50a477ced16ba047a7525.png1280*1439tightenedstandard sizepartially visible
b48b768de59b6dc44885878d26f648d0.png1280*978LooseStandard medium nutPartially visible
e7239e0a639d51b551ceffbe4d303714.png1280*1406LooseMediumPartially visible

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
nut_statusstringIndicator of whether the nut is in an unfastened state
nut_sizestringThe size specification of the nut
thread_visibilitystringIndicator of whether the threads are visible

Compliance Statement

ItemContent
Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs

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