Infusion Bottle Liquid Type Classification Image Dataset

#Image classification #deep learning #feature extraction #Medical image analysis #automated diagnosis #liquid classification
  • 20000 records
  • 3.5G
  • JPG/PNG/JSON
  • CC-BY-NC-SA 4.0
  • MOBIUSI INCMOBIUSI INC
Updated:2026-02-10

AI Analysis & Value Prop

The current medical industry faces challenges in liquid infusion management, such as inaccurate classification and low processing efficiency. Traditional manual classification methods often rely on experience, which can lead to errors. Existing solutions lack sufficient training data, resulting in inadequate accuracy of intelligent classification models. This dataset aims to provide a rich collection of liquid type image data to help researchers and developers train efficient image classification models, thereby enhancing the accuracy and efficiency of automated diagnosis. The dataset includes images collected using high-resolution camera equipment in standard medical environments, subjected to multiple rounds of labeling and consistency checks to ensure the accuracy and consistency of the annotations. The data is stored in JPG format and organized by categories. The data collection process used professional photography equipment and lighting environments to ensure image quality, and it underwent expert review and multiple rounds of labeling to ensure high standards. The dataset is organized with classification labels and image file links for easy subsequent deep learning tasks.

Dataset Insights

Sample Examples

b9ff45b4**.jpg|1280*1706|324.35 KB

63151b49**.jpg|1080*1390|86.72 KB

03479db5**.jpg|1080*1322|122.53 KB

1172b830**.jpg|1280*1706|173.42 KB

91022a91**.jpg|1280*1706|254.60 KB

Technical Specifications

FieldTypeDescription
file_namestringFile name
qualitystringResolution
liquid_colorstringIdentify the color of the liquid in the infusion bottle.
liquid_transparencystringDetermine the transparency of the liquid in the infusion bottle.

Compliance Statement

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

Frequently Asked Questions

What is the Infusion Bottle Liquid Type Classification Image Dataset?
This dataset focuses on image classification of liquid types in infusion bottles, aiming to enhance the intelligence of medical equipment.
What medical applications can this dataset be used for?
This dataset can be used for developing intelligent recognition systems to automatically identify and classify liquid types in infusion bottles, thus improving hospital management and patient safety.
Why is the classification of infusion bottle liquid types important?
Accurate classification of infusion bottle liquid types can prevent medical errors, ensure that patients receive the correct treatment liquids, and enhance the overall quality of medical services.
How can this dataset be used to enhance the intelligence of medical equipment?
By training deep learning algorithms on this dataset, more intelligent liquid recognition systems can be developed, improving the automation and accuracy of medical equipment.
How does the image information in the dataset aid medical intelligence systems?
The image information in the dataset provides training data for medical intelligence systems, enabling them to automatically recognize and correctly classify liquids in various infusion bottles.

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Cite this Work

@dataset{Mobiusi2025,
  title={Infusion Bottle Liquid Type Classification Image Dataset},
  author={MOBIUSI INC},
  year={2025},
  url={https://www.mobiusi.com/datasets/1f472be6f289fcf23c39a727395ed4bd},
  urldate={2025-10-23},
  keywords={Infusion bottle classification dataset, liquid type image data, medical image classification, deep learning dataset},
  version={1.0}
}

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