---
license: cc-by-nc-nd-4.0
task_categories:
- video-classification
language:
- en
tags:
- ibeta
- replay attack
- video
- liveness detection
- biometric
- anti-spoofing
dataset_info:
  features:
  - name: file
    dtype: string
  - name: phone
    dtype: string
  - name: computer
    dtype: string
  - name: gender
    dtype: string
  - name: age
    dtype: int16
  - name: country
    dtype: string
  splits:
  - name: train
    num_bytes: 1418
    num_examples: 24
  download_size: 573934283
  dataset_size: 1418
size_categories:
- 10K<n<100K
---

# 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)

# 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=MacBook-Attacks-Dataset)

# 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

##  👉 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=MacBook-Attacks-Dataset)

#**🚀 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=MacBook-Attacks-Dataset)**


*keywords: ibeta level 1, ibeta level 2, liveness detection systems, liveness detection dataset, biometric dataset, biometric data dataset, biometric system attacks, anti-spoofing dataset, face liveness detection, deep learning dataset, video replay attack, replay attack dataset, replay attack database, replay mobile dataset, video attack attempts, face spoofing database, face anti-spoofing, face recognition, face detection, face identification, human video dataset, video classification dataset, macbooks, apple, attacks classification, security of personal data, fraud detection, fraud recognition, large-scale face anti spoofing, rich annotations anti spoofing dataset, display spoof attack*