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  # Biometric Attack Dataset, Black People
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- # The similar dataset that includes all ethnicities - [Anti Spoofing Real Dataset](https://trainingdata.pro/data-market/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)
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  The dataset for face anti spoofing and face recognition includes images and videos of black people. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic group.
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  Our dataset also explores the use of neural architectures, such as deep neural networks, to facilitate the identification of distinguishing patterns and textures in different regions of the face, increasing the accuracy and generalizability of the anti-spoofing models.
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- # 💴 For Commercial Usage: Full version of the dataset includes 15,000 files, leave a request on **[TrainingData](https://trainingdata.pro/data-market/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)** to buy the dataset
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  ### Metadata for the full dataset:
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  - **assignment_id** - unique identifier of the media file
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F9682c567213f0e6e99fecc3c6b511a9d%2FFrame%2096.png?generation=1712832044284031&alt=media)
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- # 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/data-market](https://trainingdata.pro/data-market/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection) to learn about the price and buy the dataset**
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  # Content
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  The dataset consists of:
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F77905aea23afb7f61167bc9ccd0d98cb%2F7-ezgif.com-optimize.gif?generation=1707303271936246&alt=media)
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- ## **[TrainingData](https://trainingdata.pro/data-market/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)** 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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  # Biometric Attack Dataset, Black People
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+ # The similar dataset that includes all ethnicities - [Anti Spoofing Real Dataset](https://trainingdata.pro/datasets/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)
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  The dataset for face anti spoofing and face recognition includes images and videos of black people. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic group.
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  Our dataset also explores the use of neural architectures, such as deep neural networks, to facilitate the identification of distinguishing patterns and textures in different regions of the face, increasing the accuracy and generalizability of the anti-spoofing models.
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+ # 💴 For Commercial Usage: Full version of the dataset includes 15,000 files, leave a request on **[TrainingData](https://trainingdata.pro/datasets/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)** to buy the dataset
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  ### Metadata for the full dataset:
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  - **assignment_id** - unique identifier of the media file
 
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F9682c567213f0e6e99fecc3c6b511a9d%2FFrame%2096.png?generation=1712832044284031&alt=media)
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+ # 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/datasets](https://trainingdata.pro/datasets/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection) to learn about the price and buy the dataset**
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  # Content
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  The dataset consists of:
 
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F77905aea23afb7f61167bc9ccd0d98cb%2F7-ezgif.com-optimize.gif?generation=1707303271936246&alt=media)
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+ ## **[TrainingData](https://trainingdata.pro/datasets/black-african-people-video-dataset?utm_source=huggingface&utm_medium=cpc&utm_campaign=black-people-liveness-detection)** 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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