Datasets:
TrainingDataPro
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README.md
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# Biometric Attack Dataset
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# The dataset is created on the basis of [Anti Spoofing Real Dataset](https://trainingdata.pro/
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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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# 💴 For Commercial Usage: Full version of the dataset includes 98,000 files, leave a request on **[TrainingData](https://trainingdata.pro/
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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%2F77905aea23afb7f61167bc9ccd0d98cb%2F7-ezgif.com-optimize.gif?generation=1707303271936246&alt=media)
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# 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/
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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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## **[TrainingData](https://trainingdata.pro/
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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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# Biometric Attack Dataset
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# The dataset is created on the basis of [Anti Spoofing Real Dataset](https://trainingdata.pro/datasets/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=celebA)
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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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# 💴 For Commercial Usage: Full version of the dataset includes 98,000 files, leave a request on **[TrainingData](https://trainingdata.pro/datasets/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=celebA)** 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%2F77905aea23afb7f61167bc9ccd0d98cb%2F7-ezgif.com-optimize.gif?generation=1707303271936246&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/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=celebA) to learn about the price and buy the dataset**
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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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## **[TrainingData](https://trainingdata.pro/datasets/anti-spoofing-real/?utm_source=huggingface&utm_medium=cpc&utm_campaign=celebA)** 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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