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Mobiusi/Washing-Machine-Display-Board-Burn-Detection-Dataset

Washing Machine Display Board Burn Detection Dataset The washing machine industry faces significant challenges related to product safety, particularly concerning electrical failures that can lead to fires. Existing solutions often rely on manual inspection, which is inconsistent and not scalable, leaving a gap in proactive failure detection. This dataset aims to address the need for automated detection of burn marks and short circuit traces on display boards, thereby improving… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Washing-Machine-Display-Board-Burn-Detection-Dataset.

sourceHugging Facecc-by-nc-sa-4.0updated 7mo agoView on Hugging Face
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Washing Machine Display Board Burn Detection Dataset

The washing machine industry faces significant challenges related to product safety, particularly concerning electrical failures that can lead to fires. Existing solutions often rely on manual inspection, which is inconsistent and not scalable, leaving a gap in proactive failure detection. This dataset aims to address the need for automated detection of burn marks and short circuit traces on display boards, thereby improving safety and reliability in industrial applications. The dataset comprises images collected from various washing machine display boards, captured under controlled lighting conditions to ensure clarity. Quality control measures include multi-round annotations, consistency checks, and expert reviews to maintain high accuracy. The images are stored in JPG format, organized by unique identifiers, and accompanied by metadata for each entry.

Technical Specifications

FieldTypeDescription
file_namestringFile name
qualitystringResolution
burnmarklocationstringDescribes the specific location of the burn mark on the display board, such as the top left or bottom right corner.
burnmarkshapestringDescribes the shape of the burn mark, such as circular or strip-shaped.
burnmarksizestringDescribes the size of the burn mark, usually indicated by diameter or area.
burnmarkcolor_intensitystringDescribes the intensity of the burn mark's color, such as light brown or dark brown.
burnmarktexturestringDescribes the texture characteristics of the charred spot, such as smooth or rough.
circuitdamageassessmentstringEvaluates the potential damage to the circuit function caused by the charred spot.
related_componentsstringDescribes the circuit board components related to the charred spot, such as capacitors and resistors.

Compliance Statement

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

Source & Contact

If you need more dataset details, please visit Mobiusi. or contact us via contact@mobiusi.com