Washing Machine Drum Imbalance Detection Dataset
#Image Classification #Anomaly Detection #Supervised Learning #Industrial Inspection #Quality Control #Machine Learning #Predictive Maintenance
- 5000 records
- 1.5G
- JPG/PNG/JSON
- CATL
MOBIUSI INC
Updated:2026-04-14
AI Analysis & Value Prop
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.
Dataset Insights
Sample Examples
e29c59fb**.jpg|1620*2160|627.49 KB
636f0e7e**.jpg|1080*1302|31.89 KB
63277f8b**.jpg|800*1067|140.40 KB
00638dcc**.jpg|1080*1440|170.45 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| bucket_position | string | The position of the washing machine’s inner drum in the image |
| imbalance_severity | integer | The detected severity of imbalance in the washing machine’s inner drum |
| damage_present | boolean | Whether the washing machine’s inner drum shows any apparent damage |
| anomaly_detection | boolean | Whether any anomalies related to the inner drum position were detected |
| object_count | integer | The number of objects detected in relation to the inner drum imbalance |
| lighting_conditions | string | Analysis of the lighting conditions during the image capture |
| image_quality_score | float | A comprehensive score of image sharpness and contrast. |
| part_obstruction | boolean | Whether there are other objects or components blocking the view of the inner drum. |
| angle_of_capture | integer | The angle of the camera when the image was taken. |
Compliance Statement
| 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 |
Frequently Asked Questions
- What is the washing machine drum imbalance detection dataset?
- The washing machine drum imbalance detection dataset is an image dataset used to identify and detect the imbalance state of the washing machine drum, containing a large number of labeled images.
- What industrial fields is this dataset mainly applied to?
- This dataset is mainly applied in the industrial field to detect and analyze the imbalance state of washing machines during operation.
- What is the importance of detecting the imbalance state of a washing machine drum?
- Detecting the imbalance state of a washing machine drum is crucial for ensuring the safe operation of the washing machine and extending its lifespan, as imbalance may lead to abnormal wear and malfunction.
- What type of image data does this dataset use?
- This dataset uses labeled object detection images to identify and detect the imbalance state of the washing machine drum.
- Why is object detection a suitable method for analyzing the imbalance state of a washing machine drum?
- Object detection can accurately identify and locate specific objects and states in images, making it an efficient method for analyzing the imbalance state of a washing machine drum.
- How can this dataset be used to improve the design and functionality of washing machines?
- This dataset can be used to develop and train detection models, which can enhance the accuracy of imbalance state detection, thereby improving the design and performance of washing machines.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Washing Machine Drum Imbalance Detection Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/320702e9f11651834cef339fb3bbbda1?dataset_scene_id=2},
urldate={2025-08-28},
keywords={Washing Machine Dataset,Imbalance Detection,Industrial Dataset,Machine Learning,Quality Control},
version={1.0}
}Using this in research? Please cite us.
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