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  license: cc-by-nc-nd-4.0
 
 
 
 
 
 
 
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  license: cc-by-nc-nd-4.0
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+ task_categories:
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+ - video-classification
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+ - image-to-image
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+ language:
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+ - en
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+ tags:
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+ - legal
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  ---
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+ # Anti-Spoofing Real Waist-High Dataset
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+ The dataset consists of waist-high selfies and video of real people. The dataset solves tasks in the field of anti-spoofing and it is useful for buisness and safety systems.
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+
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+ ### The dataset includes 2 different types of files:
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+ - **Photo** - a selfie of a person from a mobile phone, the person is depicted alone on it, the face is clearly visible. Person is presented waist-high.
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+ - **Video** - filmed on the front camera, on which a person moves his/her head left, right, up and down. Duration of the video is from 10 to 20 seconds.
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+
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+ ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2F20291c08c69f18a9a8c75fc73e47927c%2FMacBook%20Air%20-%201.png?generation=1688118876746794&alt=media)
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+
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+
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+ # Get the Dataset
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+ This is just an example of the data. If you need access to the entire dataset, contact us via **[sales@trainingdata.pro](mailto:sales@trainingdata.pro)** or leave a request on **[https://trainingdata.pro/data-market](https://trainingdata.pro/data-market?utm_source=huggingface)**
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+
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+
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+ # Content
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+ - The folder **"photo"** includes selfies of people
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+ - The folder **"video"** includes videos of people
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+
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+
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+ ### File with the extension .csv
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+ includes the following information for each media file:
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+
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+ - **photo**: link to access the selfie,
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+ - **video**: link to access the video,
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+ - **phone**: the device used to capture selfie and video,
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+ - **gender**: gender of a person,
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+ - **age**: age of the person,
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+ - **country**: country of the person
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+
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+ ## **[TrainingData](https://trainingdata.pro/data-market?utm_source=huggingface)** provides high-quality data annotation tailored to your needs
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+
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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-pro**