# 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

Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market?utm_source=huggingface&utm_medium=cpc&utm_campaign=high_quality_webcam_video_attacks) to discuss your requirements, learn about the price and buy the dataset.

![](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&utm_medium=cpc&utm_campaign=high_quality_webcam_video_attacks) 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-datamarket/TrainingData_All_datasets**
task_categories:video-classification language:en license:cc-by-nc-nd-4.0 finance legal code region:us
{"language": ["en"], "license": "cc-by-nc-nd-4.0", "task_categories": ["video-classification"], "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}}
TAGS
#task_categories-video-classification #language-English #license-cc-by-nc-nd-4.0 #finance #legal #code #region-us 

# 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

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset.

![](URL

# 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)

![](URL

# 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 provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL
# 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

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset.

![](URL # 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)

![](URL # 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 provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL
TAGS
#task_categories-video-classification #language-English #license-cc-by-nc-nd-4.0 #finance #legal #code #region-us 
 # 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

Leave a request on URL to discuss your requirements, learn about the price and buy the dataset.

![](URL # 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)

![](URL # 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 provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: URL

TrainingData's GitHub: URL