Nursing Procedure Workflow Dataset
#object detection #image classification #nursing training #medical quality assessment #procedure workflow optimization
- 5000 records
- 1.2G
- JPG/PNG/JSON
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-03-10
AI Analysis & Value Prop
The current healthcare industry faces challenges with insufficient standardization of nursing procedures and suboptimal training effectiveness. Existing solutions often lack specificity, resulting in inconsistent nursing quality. This dataset aims to provide high-quality nursing procedure workflow data to support the training of object detection models, thereby improving the standardization level of nursing procedures and enhancing training effectiveness. Data collection is conducted using professional medical equipment in real hospital environments to ensure the data's authenticity and validity. We have implemented multiple rounds of annotation and consistency checks, and all annotations are reviewed by experts to ensure high quality and accuracy. The data storage format is JPG, categorized by patient ID for convenient retrieval and use.
Dataset Insights
Sample Examples
a81c789f**.jpg|1280*960|249.96 KB
5bf411c2**.jpg|1280*958|144.67 KB
2825c480**.jpg|1280*961|184.97 KB
d9f06d8c**.jpg|1280*960|225.47 KB
a121e387**.jpg|1280*1575|318.73 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| nurse_action | string | The specific nursing action being executed in the image. |
| equipment_used | string | The medical equipment being used during the nursing action. |
| action_phase | string | The phase of the nursing action currently depicted in the image. |
Compliance Statement
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| 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 types of images does the nursing operation process dataset contain?
- The nursing operation process dataset primarily contains various images related to medical nursing operations, used for training object detection models.
- How can the nursing operation process dataset improve nursing quality?
- This dataset can aid in developing advanced object detection models to accurately identify and improve nursing procedures, enhancing the standardization and efficiency of nursing work.
- Who can benefit from using the nursing operation process dataset?
- Medical institutions, nursing educational organizations, and AI researchers can benefit from using this dataset to enhance nursing training, quality control, and practical applications of AI models.
- What are the advantages of using the nursing operation process dataset in object detection?
- Applying this dataset in object detection can enhance the accuracy and consistency of nursing operations, helping to reduce errors during nursing procedures.
- What technical details should be considered when using the nursing operation process dataset?
- When using this dataset, it is important to ensure the annotation accuracy and diversity of images to guarantee the trained object detection model has good generalization capabilities.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Nursing Procedure Workflow Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/9a82a8c5eaa47f01639c0cf148e82acb},
urldate={2025-10-22},
keywords={nursing dataset, medical object detection, nursing procedure workflow, medical dataset},
version={1.0}
}Using this in research? Please cite us.
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