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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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  # Low Quality Live Attacks - Biometric Attack dataset
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  The dataset contains images and videos of real humans with various **views, and colors**, making it a comprehensive resource for researchers working on anti-spoofing technologies.
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- # 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[TrainingData](https://trainingdata.pro/datasets/low-quality-webcam-attacks?utm_source=huggingface&utm_medium=cpc&utm_campaign=low_quality_webcam_video_attacks)** to buy the dataset
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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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  Metadata is represented in the `file_info.csv`.
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- # 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro](https://trainingdata.pro/datasets/low-quality-webcam-attacks?utm_source=huggingface&utm_medium=cpc&utm_campaign=low_quality_webcam_video_attacks)** to discuss your requirements, learn about the price and buy the dataset.
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- ## **[TrainingData](https://trainingdata.pro/datasets/low-quality-webcam-attacks?utm_source=huggingface&utm_medium=cpc&utm_campaign=low_quality_webcam_video_attacks)** 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, human video dataset, video dataset, low quality video dataset, phone attack 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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+ - ibeta
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+ - replay attack
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+ - video
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+ - liveness detection
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+ - biometric
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+ - anti-spoofing
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+ size_categories:
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+ - 10K<n<100K
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  ---
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  # Low Quality Live Attacks - Biometric Attack dataset
 
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  The dataset contains images and videos of real humans with various **views, and colors**, making it a comprehensive resource for researchers working on anti-spoofing technologies.
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+ # The dataset is created on the basis of [iBeta Level 1 Dataset](https://unidata.pro/datasets/ibeta-level-1-video-attacks/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=low_quality_webcam_video_attacks)
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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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  Metadata is represented in the `file_info.csv`.
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+ ## 👉 Legally sourced datasets and carefully structured for AI training and model development. Explore samples from our dataset of 25,000+ human images & videos - [Full dataset](https://unidata.pro/datasets/ibeta-level-1-video-attacks/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=low_quality_webcam_video_attacks)
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+ #**🚀 You can learn more about our high-quality unique datasets [here](https://unidata.pro/datasets/ibeta-level-1-video-attacks/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=low_quality_webcam_video_attacks)**
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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, human video dataset, video dataset, low quality video dataset, phone attack dataset, face anti spoofing, large-scale face anti spoofing, rich annotations anti spoofing dataset*