README.md

---
license: cc-by-nc-nd-4.0
task_categories:
- video-classification
language:
- en
tags:
- finance
- legal
- code
dataset_info:
  features:
  - name: video_file
    dtype: string
  - name: assignment_id
    dtype: string
  - name: worker_id
    dtype: string
  - name: gender
    dtype: string
  - name: age
    dtype: uint8
  - name: country
    dtype: string
  - name: resolution
    dtype: string
  splits:
  - name: train
    num_bytes: 1547
    num_examples: 10
  download_size: 623356178
  dataset_size: 1547
---
# High Definition Live Attacks
The dataset includes live-recorded Anti-Spoofing videos from around the world, captured via **high-quality** webcams with Full HD resolution and above. 

# Get the Dataset
This is just an example of the data. If you need access to the entire dataset, contact us via **[[email protected]](mailto:[email protected])** or leave a request on [https://trainingdata.pro/data-market](https://trainingdata.pro/data-market?utm_source=huggingface)

![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F1ffb68e96724140488b944b22c68580c%2F(1).png?generation=1684702390091084&alt=media)

# Webcam Resolution
The collection of different video resolutions from Full HD (1080p) up to 4K (2160p) is provided, including several intermediate resolutions like QHD (1440p)

![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fc07c45d6c6558291a2923d24eeb43d1b%2FResoluo-de-tela-sem-imagem.webp?generation=1684703424049108&alt=media)

# Metadata

Each attack instance is accompanied by the following details:

- Unique attack identifier
- Identifier of the user recording the attack
- User's age
- User's gender
- User's country of origin
- Attack resolution

Additionally, the model of the webcam is also specified.

Metadata is represented in the `file_info.csv`.

## **[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**