Infusion Rack Roller Small Target Detection Dataset

#Target Detection #Image Classification #Medical Equipment Monitoring #Automated Detection #Object Recognition
  • 5000 records
  • 1.2G
  • 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 many challenges in the monitoring and management of infusion rack rollers, such as low efficiency in manual small target identification and susceptibility to omissions. Existing solutions largely rely on manual surveillance, lacking efficient and accurate automated methods, leading to wasted medical resources and safety hazards. This dataset aims to provide high-quality training data for target detection tasks to solve the technical problems of automatically identifying small targets of infusion rack rollers, meeting the business needs of automated detection. Data collection is mainly conducted in hospital environments using high-resolution cameras to ensure image clarity and the restoration of real scenes. To guarantee data quality, a multi-round annotation and expert review method is used for data processing, ensuring consistency and accuracy of annotation results. The data are stored in JPG format, organized such that each image contains relevant annotation information, facilitating subsequent training and testing.

Dataset Insights

Sample Examples

98cc9047**.jpg|1280*1706|324.35 KB

2d247059**.jpg|1280*1706|307.44 KB

85f5b3eb**.jpg|1280*1706|370.78 KB

Technical Specifications

FieldTypeDescription
file_namestringFile name
qualitystringResolution
object_countintThe number of detectable IV stand roller small targets in the image.

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 main purpose of the Infusion Stand Roller Small Object Detection Dataset?
The dataset is mainly used for automating the detection of small objects on infusion stand rollers in the medical field, promoting the advancement of intelligent monitoring of medical equipment.
How does this dataset support the healthcare industry?
This dataset supports the healthcare industry by enhancing the accuracy of infusion stand roller detection, helping to improve automatic equipment monitoring and ensure operational safety.
Why was the image modality chosen for creating this dataset?
The image modality was chosen because it intuitively captures the visual features of infusion stand rollers, facilitating more accurate object detection tasks.
What are the potential applications of object detection technology in this dataset?
The small object detection technology for infusion stand rollers can be applied in automated inspection of medical equipment, equipment status monitoring, and assisted diagnosis and treatment.

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Cite this Work

@dataset{Mobiusi2025,
  title={Infusion Rack Roller Small Target Detection Dataset},
  author={MOBIUSI INC},
  year={2025},
  url={https://www.mobiusi.com/datasets/6f3a867552d56d99d04c79d7bcf1ea0d},
  urldate={2025-10-23},
  keywords={Infusion Rack Small Target Detection, Medical Target Detection Dataset, Automated Medical Detection},
  version={1.0}
}

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