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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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+ # High Definition Live Attacks
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+ The dataset includes live-recorded Anti-Spoofing videos from around the world, captured via **high-quality** webcams with Full HD resolution and above.
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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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+ ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F1ffb68e96724140488b944b22c68580c%2F(1).png?generation=1684702390091084&alt=media)
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+
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+ # Webcam Resolution
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+ The collection of different video resolutions from Full HD (1080p) up to 4K (2160p) is provided, including several intermediate resolutions like QHD (1440p)
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+
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+ ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fc07c45d6c6558291a2923d24eeb43d1b%2FResoluo-de-tela-sem-imagem.webp?generation=1684703424049108&alt=media)
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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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+ 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
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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**