Home/Industry/Washing Machine Drum Imbalance Detection Dataset

Washing Machine Drum Imbalance Detection Dataset

V1.0
Latest Update:
2025-10-16
Samples:
5000 records
File Size:
1.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Industrial Inspection | Quality Control | Machine Learning | Predictive Maintenance
Applications:
Image Classification | Anomaly Detection | Supervised Learning

Brief Introduction

The washing machine industry faces significant challenges related to efficiency and longevity of appliances due to imbalanced drum operation. Current solutions often lack precise detection methods, leading to increased maintenance costs and reduced machine lifespan. This dataset aims to address the specific technical challenge of detecting imbalance in washing machine drums using image analysis, fulfilling an urgent business need for manufacturers and service providers. The dataset comprises images captured using high-resolution cameras in controlled environments, ensuring optimal lighting and angle. Quality control measures include multiple rounds of labeling, consistency checks among annotators, and expert review to ensure accuracy. The data is stored in JPG format, with organized folders for easy access and retrieval.

Sample Examples

ImageFile NameResolutionDrum PositionImbalance SeverityDamage ConditionAnomaly DetectionNumber Of ObjectsLighting ConditionsImage Quality ScoreComponent ObstructionShooting Angle
e29c59fbddc6b2f5710c48861e820d8e.jpg1620*2160Inner tub located at the very center of the imageNo significant imbalance detectedNo significant damage visibleNo anomaly detected0Even, moderate lightingHighNo obstructionTaken from directly above
636f0e7ec5069432ef2f6f4eaf30dbbb.jpg1080*1302Inner tub located at the center of the imageNo imbalance detectedNo significant damage visibleNo anomaly detected0Good lighting conditionsHighNo visible obstructionVertical top-down
63277f8b9905b18be78d681e715aa9ee.jpg800*1067Washing machine inner tub placed on the floor against the wallNo significant imbalance detectedNo significant damageNo anomaly detectedNo relevant object detectedEven lighting, slight shadowsHighNo objects obstructing the tubTaken from an angled position
00638dcca96ffe7ea84dbbbf2f5cc072.jpg1080*1440Washing machine inner tub located slightly below the center of the imageNo obvious imbalance detectedNo significant damageNo anomaly detected1Well-lit, good conditionsHighPartially obstructed by a chair legSlightly top-down angle

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
bucket_positionstringThe position of the washing machine’s inner drum in the image
imbalance_severityintegerThe detected severity of imbalance in the washing machine’s inner drum
damage_presentbooleanWhether the washing machine’s inner drum shows any apparent damage
anomaly_detectionbooleanWhether any anomalies related to the inner drum position were detected
object_countintegerThe number of objects detected in relation to the inner drum imbalance
lighting_conditionsstringAnalysis of the lighting conditions during the image capture
image_quality_scorefloatA comprehensive score of image sharpness and contrast.
part_obstructionbooleanWhether there are other objects or components blocking the view of the inner drum.
angle_of_captureintegerThe angle of the camera when the image was taken.

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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