--- license: cc-by-nc-nd-4.0 task_categories: - video-classification language: - en tags: - finance --- # Antispoofing Replay Dataset The dataset consists of videos of replay attacks played on different models of MacBooks. The dataset solves tasks in the field of anti-spoofing and it is useful for buisness and safety systems. The dataset includes: **replay attacks** - videos of real people played on a computer and filmed on the phone. ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2F01a9fdf5d12367b2466bb859b18f7b93%2FUntitled.png?generation=1688045197310243&alt=media) # Get the Dataset This is just an example of the data. If you need access to the entire dataset, contact us via **[sales@trainingdata.pro](mailto:sales@trainingdata.pro)** or leave a request on **[https://trainingdata.pro/data-market](https://trainingdata.pro/data-market?utm_source=huggingface)** # Content The folder "attacks" includes videos of replay attack ### Models of MacBooks in the datset: - MacBook 13 - MacBook Air - MacBook Air 7 - MacBook Air 11 - MacBook Air 13 - MacBook Air M1 - MacBook Pro 12 - MacBook Pro 13 ### File with the extension .csv includes the following information for each media file: - **file**: link to access the replay video, - **phone**: the device used to capture the replay video, - **computer**: the device used to play the video, - **gender**: gender of a person in the video, - **age**: age of the person in the video, - **country**: country of the person ## **[TrainingData](https://trainingdata.pro/data-market?utm_source=huggingface)** provides high-quality data annotation tailored to your needs More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets** TrainingData's GitHub: **https://github.com/trainingdata-pro**