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# Biometric Attack Dataset
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# The dataset
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We suggest you the dataset similar to CelebA Dataset but with photos of **real people**, additionally the dataset for face anti spoofing and face recognition includes not only images, but videos of the individuals!
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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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### Metadata for the full dataset:
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- **assignment_id** - unique identifier of the media file
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# Content
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The dataset includes 2 folders:
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- **photo**: link to access the photo,
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- **video**: link to access the video
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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-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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# Biometric Attack Dataset
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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=celeba-spoof-dataset)
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We suggest you the dataset similar to CelebA Dataset but with photos of **real people**, additionally the dataset for face anti spoofing and face recognition includes not only images, but videos of the individuals!
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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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## 👉 Legally sourced datasets and carefully structured for AI training and model development. Explore samples from our dataset of 95,000+ human images & videos - [Full dataset](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=celeba-spoof-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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## 🧩 This is just an example of the data. Leave a request [here](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=celeba-spoof-dataset) to learn more
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# Content
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The dataset includes 2 folders:
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- **photo**: link to access the photo,
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- **video**: link to access the video
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**🚀 You can learn more about our high-quality unique datasets [here](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=celeba-spoof-dataset)**
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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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