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  language:
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  - en
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  tags:
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- - legal
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- - finance
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- - code
 
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  ---
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  # Biometric Attack Dataset, Caucasian 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=caucasian-people-liveness-detection)
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  The dataset for face anti spoofing and face recognition includes images and videos of сaucasian 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 19,000 files, leave a request on **[TrainingData](https://trainingdata.pro/datasets/caucasian-people-video?utm_source=huggingface&utm_medium=cpc&utm_campaign=caucasian-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%2F0b17f6b68aea01fda89c4608db97a94f%2FFrame%20101.png?generation=1712314613427348&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/caucasian-people-video?utm_source=huggingface&utm_medium=cpc&utm_campaign=caucasian-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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  - **photo_extension**: photo extension,
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  - **photo_resolution**: photo resolution
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- ## **[TrainingData](https://trainingdata.pro/datasets/caucasian-people-video?utm_source=huggingface&utm_medium=cpc&utm_campaign=caucasian-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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-
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- TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
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  *keywords: liveness detection systems, liveness detection dataset, biometric dataset, biometric data dataset, biometric system attacks, anti-spoofing dataset, face liveness detection, deep learning dataset, face spoofing database, face anti-spoofing, ibeta dataset, face anti spoofing, large-scale face anti spoofing, rich annotations anti spoofing dataset*
 
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  language:
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  - en
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  tags:
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+ - Biometric Attack
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+ - liveness detection systems
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+ - anti-spoofing
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+ - face anti spoofing
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  ---
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  # Biometric Attack Dataset, Caucasian People
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+ # The similar dataset that includes all ethnicities - [Anti Spoofing Real Dataset](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=caucasian-people-liveness-detection-video-dataset)
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  The dataset for face anti spoofing and face recognition includes images and videos of сaucasian 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 50 000+ sets of files, leave a request **[here](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=caucasian-people-liveness-detection-video-dataset)** 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%2F0b17f6b68aea01fda89c4608db97a94f%2FFrame%20101.png?generation=1712314613427348&alt=media)
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+ ## 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[the website](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=caucasian-people-liveness-detection-video-dataset)** to discuss your requirements, 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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  - **photo_extension**: photo extension,
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  - **photo_resolution**: photo resolution
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+ **[Our team](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=caucasian-people-liveness-detection-video-dataset)** provides high-quality data annotation tailored to your needs.
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  *keywords: liveness detection systems, liveness detection dataset, biometric dataset, biometric data dataset, biometric system attacks, anti-spoofing dataset, face liveness detection, deep learning dataset, face spoofing database, face anti-spoofing, ibeta dataset, face anti spoofing, large-scale face anti spoofing, rich annotations anti spoofing dataset*