Surgical Doctor's Operational Posture Normative Classification Image Dataset
#posture recognition #image classification #machine learning #surgical operation #medical research #medical training
- 15000 records
- 1.5G
- 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 due to insufficient standardization of surgical operational postures, leading to non-normative practices during surgeries, affecting outcomes. Existing solutions often lack systematic and targeted approaches, failing to effectively address posture recognition across different surgical scenarios. This dataset aims to solve technical issues and business needs regarding the lack of operational normativity in surgeries by providing a wealth of images depicting surgeons' operational postures. Data collection involves high-resolution cameras capturing images in real surgical environments, ensuring a variety of surgery types and postures are covered. For quality control, the data undergoes multiple rounds of annotation, expert review, and consistency checks to ensure annotation accuracy and consistency. The data is stored in JPG format, organized by category, facilitating subsequent retrieval and processing.
Dataset Insights
Sample Examples
dc3c696f**.jpg|1080*810|107.72 KB
fc531aad**.jpg|1080*1441|116.66 KB
088f7332**.jpg|1080*810|128.29 KB
05244397**.jpg|1080*810|117.55 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| surgical_instrument | string | The primary instrument used by the surgeon in the image. |
| body_position | string | Description of the body position of the surgeon in the image. |
| hand_position | string | The position and movement of the surgeon's hand in the image. |
| protective_wear | string | The protective gear worn by the surgeon in the image, such as gloves and masks. |
| operation_stage | string | The surgical step or stage 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 is the Surgical Posture Norm Classification Image Dataset?
- The Surgical Posture Norm Classification Image Dataset is an image classification dataset designed to evaluate and classify the normative postures of surgeons during operations, supporting medical research and training.
- What kind of medical research and training can this dataset be used for?
- This dataset can be used to analyze and improve surgeons' postures during operations, identify non-standard practices, provide educational materials, and help enhance surgical safety and efficiency.
- What are the possible challenges of using this dataset?
- Possible challenges of using this dataset include the accuracy of image annotation, the diversity of the dataset, and whether the sample size is sufficient, as these factors can affect research and training outcomes.
- How does this dataset support improving surgical safety and efficiency?
- By analyzing images in the dataset, it is possible to identify and correct non-standard surgical postures, help develop improvement plans, and enhance the standardization of surgical procedures, thereby improving surgical safety and efficiency.
- What types of surgical postures are included in the dataset?
- The dataset includes various surgical postures that surgeons may assume during procedures, covering different stages of surgery and varying levels of procedural standardization.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Surgical Doctor's Operational Posture Normative Classification Image Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/6b5ee62ee045652b61ab67170ff80f5e},
urldate={2025-10-22},
keywords={surgeon, operational posture, classification image dataset, medical image, image classification},
version={1.0}
}Using this in research? Please cite us.
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