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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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+ language:
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+ - en
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+ tags:
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+ - finance
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+ - legal
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+ - code
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  ---
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+
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+ # Low Quality Live Attacks
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+ The dataset includes live-recorded Anti-Spoofing videos from around the world, captured via **low-quality** webcams with resolutions like QVGA, QQVGA and QCIF.
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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 **[[email protected]](mailto:[email protected])** or leave a request on **[https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market**)
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+
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+ ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F43bc66b1f16995fb42f10075db8f9ba5%2F4.png?generation=1684704084546644&alt=media)
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+
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+ # Webcam Resolution
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+ The collection of different video resolutions is provided, like:
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+ - QVGA (320p x 240p),
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+ - QQVGA (120p x 160p),
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+ - QCIF (176p x 144p) and others.
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+
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+ # Metadata
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+
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+ Each attack instance is accompanied by the following details:
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+
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+ - Unique attack identifier
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+ - Identifier of the user recording the attack
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+ - User's age
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+ - User's gender
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+ - User's country of origin
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+ - Attack resolution
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+
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+ Additionally, the model of the webcam is also specified.
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+
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+ Metadata is represented in the `file_info.csv`.
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+
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+ ## **[TrainingData](https://trainingdata.pro/data-market)** provides high-quality data annotation tailored to your needs