Infusion Stand Usage State Classification Image Dataset

#image classification #state recognition #medical equipment monitoring #ward management #nursing optimization
  • 5000 records
  • 1.5G
  • JPG/PNG/JSON
  • CC-BY-NC-SA 4.0
  • MOBIUSI INCMOBIUSI INC
Updated:2026-02-11

AI Analysis & Value Prop

The current medical industry faces challenges like inefficiency in equipment management and scarcity of nursing resources, especially in the status monitoring of medical equipment such as infusion stands. Traditional manual inspection methods often fail to meet the needs for quick responses. Existing image recognition solutions lack accuracy in complex environments, limiting the real-time monitoring capacity of medical institutions regarding equipment status. This dataset aims to assist researchers and developers in improving the application effectiveness of image classification technology in medical equipment status monitoring through high-quality image data. The dataset includes images of infusion stands from different ward environments, captured in high resolution to ensure clear visibility. During data collection, professional cameras were used to shoot in evenly lit environments, followed by multiple rounds of labeling and expert review to ensure labeling consistency and accuracy. Data is stored in JPEG format, organized by image ID for quick retrieval and use.

Dataset Insights

Sample Examples

d5790e51**.jpg|1280*1706|324.35 KB

5bcd2870**.jpg|1080*1346|148.15 KB

34d85f4f**.jpg|1280*1706|370.78 KB

d9cbd8df**.jpg|1080*1322|122.53 KB

9b3df0b4**.jpg|1280*1706|254.60 KB

Technical Specifications

FieldTypeDescription
file_namestringFile name
qualitystringResolution
infusion_statusstringThe usage status of the infusion stand in the image, such as in use, not in use, or pending.

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 Stand Usage Classification Image Dataset?
The Infusion Stand Usage Classification Image Dataset is a collection of high-quality images aimed at identifying and classifying the usage status of infusion stands in medical environments.
What medical AI applications can this dataset be used for?
This dataset is particularly suitable for medical intelligence monitoring systems, helping automate surveillance of infusion stand status to improve care efficiency and accuracy.
What categories of infusion stand status are included in the dataset?
The dataset typically includes various status categories, such as idle, in-use, and alert, depending on the application's requirements.
How to choose an appropriate image classification model for this dataset?
Choosing the right model should consider the dataset size, image quality, and specific classification requirements. Options include pre-trained neural networks like ResNet or VGG.
What data preprocessing steps should be considered when using the dataset?
In using the dataset, standardization, resizing, and data augmentation are important preprocessing steps to improve the model's training effectiveness.

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Cite this Work

@dataset{Mobiusi2025,
  title={Infusion Stand Usage State Classification Image Dataset},
  author={MOBIUSI INC},
  year={2025},
  url={https://www.mobiusi.com/datasets/1beebb4d9f4e3e95350f3160e9675efe},
  urldate={2025-10-23},
  keywords={medical image dataset, infusion stand classification, image classification dataset, medical equipment monitoring},
  version={1.0}
}

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