Datasets:

TrainingDataPro
/

2d-masks-presentation-attack-detection

@@ -9,9 +9,11 @@ tags:
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 # 2D Masks Presentation Attack Detection
-The dataset consists of videos of individuals wearing printed 2D masks or printed 2D masks with cut-out eyes and directly looking at the camera. Videos are filmed in different lightning conditions and in different places (*indoors, outdoors*). Each video in the dataset has an approximate duration of 2 seconds.
-### Types of videos in the dataset:
 - **real** - 4 videos of the person without a mask.
 - **mask** - 4 videos of the person wearing a printed 2D mask.
 - **cut** - 4 videos of the person wearing a printed 2D mask with cut-out holes for eyes.
@@ -30,23 +32,26 @@ Studying the dataset may lead to the development of improved security systems, s
 ### This is just an example of the data
-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)** to discuss your requirements, learn about the price and buy the dataset
 # Content
-### The folder **"files"** includes 17 folders:
 - corresponding to each person in the sample
 - containing of 12 videos of the individual
 ### File with the extension .csv
 - **user**: person in the videos,
 - **real_1,... real_4**: links to the videos with people without mask,
 - **mask_1,... mask_4**: links to the videos with 2D mask,
 - **cut_1,... cut_4**: links to the videos with 2D mask with cut-out eyes
-# Attacks might be collected in accordance with your requirements.
 ## **[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-datamarket/TrainingData_All_datasets**

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 # 2D Masks Presentation Attack Detection
+The dataset consists of videos of individuals wearing printed 2D masks or printed 2D masks with cut-out eyes and directly looking at the camera. Videos are filmed in different lightning conditions and in different places (*indoors, outdoors*). Each video in the dataset has an approximate duration of 2 seconds.
+### Types of videos in the dataset
 - **real** - 4 videos of the person without a mask.
 - **mask** - 4 videos of the person wearing a printed 2D mask.
 - **cut** - 4 videos of the person wearing a printed 2D mask with cut-out holes for eyes.
 ### This is just an example of the data
+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)** to discuss your requirements, learn about the price and buy the dataset
 # Content
+### The folder **"files"** includes 17 folders
 - corresponding to each person in the sample
 - containing of 12 videos of the individual
 ### File with the extension .csv
 - **user**: person in the videos,
 - **real_1,... real_4**: links to the videos with people without mask,
 - **mask_1,... mask_4**: links to the videos with 2D mask,
 - **cut_1,... cut_4**: links to the videos with 2D mask with cut-out eyes
+# Attacks might be collected in accordance with your requirements
 ## **[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-datamarket/TrainingData_All_datasets>**