Blood Collection Procedure Video Tracking Dataset
#action recognition #process tracking #time series analysis #medical process optimization #health monitoring #nursing training
- 500 records
- 1.6G
- MP4
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-02-04
AI Analysis & Value Prop
Currently, the medical industry faces challenges in standardizing and improving the efficiency of blood collection procedures, particularly with issues such as patient discomfort and inefficiency caused by non-standard operations. Existing video analysis systems often fail to accurately capture and analyze subtle procedural steps and heavily rely on the operator's proficiency. This dataset aims to solve these technical difficulties in standardizing operation procedures and real-time monitoring by providing high-quality blood collection operation videos. Data collection is performed using high-definition cameras in different medical environments, focusing on capturing operational details. Videos go through multiple rounds of expert annotation and review to ensure consistency and accuracy, with a team composed of experienced nurses and medical video analysis experts. Data preprocessing includes noise reduction, keyframe extraction, and motion segmentation, and is finally stored as systematically organized MP4 format files for subsequent analysis and research.
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| duration | string | Duration |
| quality | string | Resolution |
| operation_step | string | The specific blood collection operation steps demonstrated in the video, such as disinfection and puncture. |
| operator_position | string | The position of the operator when executing each step in the video. |
| hand_movement | string | Records the hand movements of the operator in the video, such as holding the needle and pressing. |
| patient_reaction | string | Describes the patient's reaction during the blood collection process in the video, such as pain reaction and degree of cooperation. |
| equipment_used | string | The names and models of the equipment used during the blood collection process. |
| duration_of_each_step | double | The length of time taken for each blood collection step in the video, measured in seconds. |
| lighting_conditions | string | The lighting conditions during video recording, such as natural light or artificial lighting. |
| camera_angle | string | The angle and position of the camera during video recording. |
| audio_clarity | string | Description of the audio clarity in the video, such as clear or blurred. |
| background_noise | string | Whether there is background noise in the video and its description. |
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 does the blood collection process video tracking dataset contain?
- The dataset contains detailed video records of the blood collection process, intended for researchers to use for video tracking and analysis.
- What is the main use of the blood collection process video tracking dataset?
- The dataset is primarily used to study and optimize blood collection procedures, enhancing operational efficiency and safety through video analysis.
- Which industries can benefit from the blood collection process video tracking dataset?
- The healthcare industry, particularly hospitals and research institutions, can benefit by using it to improve blood collection procedures and train medical staff.
- How does the blood collection process video tracking dataset help improve healthcare quality?
- By providing detailed tracking and analysis of blood collection procedures, the dataset can identify bottlenecks and shortcomings in the process, leading to suggestions for improvements and enhanced healthcare quality.
- What is the importance of the video modality in the blood collection process video tracking?
- The video modality provides visual data that is essential for in-depth analysis of procedural steps, recognition of key moments and actions, thereby optimizing the entire process.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2026,
title={Blood Collection Procedure Video Tracking Dataset},
author={MOBIUSI INC},
year={2026},
url={https://www.mobiusi.com/datasets/4a0888a59383aa88f656904d094b23b0},
urldate={2026-02-04},
keywords={blood collection procedure video, medical video dataset, action recognition},
version={1.0}
}Using this in research? Please cite us.
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