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README.md
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license: cc-by-nc-nd-4.0
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---
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---
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license: cc-by-nc-nd-4.0
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task_categories:
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- image-to-image
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- object-detection
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language:
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- en
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tags:
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- code
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- medical
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---
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# Medical Staff People Tracking
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The dataset contains a collection of frames extracted from videos captured within a **hospital environment**. The **bounding boxes** are drawn around the **doctors, nurses, and other people** who appear in the video footage.
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The dataset can be used for **computer vision in healthcare settings** and *the development of systems that monitor medical staff activities, patient flow, analyze wait times, and assess the efficiency of hospital processes*.
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![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F923816c1040f503bbe0cb20c8d1f2446%2Fezgif.com-optimize.gif?generation=1695376624951041&alt=media)
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# Get the dataset
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### This is just an example of the data
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Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=medical-staff-people-tracking) to discuss your requirements, learn about the price and buy the dataset.
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# Dataset structure
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The dataset consists of 2 folders with frames from the video from a hospital.
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Each folder includes:
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- **images**: folder with original frames from the video,
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- **boxes**: visualized data labeling for the images in the previous folder,
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- **.csv file**: file with id and path of each frame in the "images" folder,
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- **annotations.xml**: contains coordinates of the bounding boxes, created for the original frames
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# Data Format
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Each frame from `images` folder is accompanied by an XML-annotation in the `annotations.xml` file indicating the coordinates of the bounding boxes for people tracking. For each point, the x and y coordinates are provided.
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### Classes:
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- **doctor** - doctor in the frame
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- **nurse** - nurse in the frame
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- **others** - other people (not medical staff)
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# Example of the XML-file
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![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Ff95aaa420be75d5f089a68b8d30c749b%2Fcarbon.png?generation=1695377446391495&alt=media)
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# Object tracking might be made in accordance with your requirements.
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## **[TrainingData](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=medical-staff-people-tracking)** provides high-quality data annotation tailored to your needs
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More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**
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TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
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