Update README.md

README.md

@@ -10,30 +10,32 @@ tags:
 - finance
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-# Printed Photos Attacks
-The dataset includes 3 different types of files of the real people: original selfies, original videos and videos of attacks with printed photos. The dataset solves tasks in the field of anti-spoofing and it is useful for buisness and safety systems.
+# Printed Photos Attacks -  liveness detection dataset
 
-# Get the dataset
+The anti spoofing dataset comprises videos of genuine facial presentations using printed 2D photos, as well as real and spoof faces. It proposes a novel approach that learns and extracts facial features to prevent spoofing attacks, based on deep neural networks and advanced biometric techniques.
 
-### This is just an example of the data
+Our results show that this technology works effectively in securing most applications and prevents unauthorized access by distinguishing between genuine and spoofed inputs. Additionally, it addresses the challenging task of identifying unseen spoofing cues, making it one of the most effective techniques in the field of anti-spoofing research.
 
-Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market/anti-spoofing-printed-photo?utm_source=huggingface&utm_medium=cpc&utm_campaign=printed_photos_attacks) to discuss your requirements, learn about the price and buy the dataset.
+# 💴 For Commercial Usage: Full version of the dataset includes 4,700+ videos, leave a request on **[TrainingData](https://trainingdata.pro/datasets/anti-spoofing-printed-photo?utm_source=huggingface&utm_medium=cpc&utm_campaign=printed_photos_attacks)** to buy the dataset
 
 # Content
 ### The dataset contains of three folders:
 - **live_selfie** contains the original selfies of people
 - **live_video** includes original videos of people
-- **attack** contains video of the attack with the original images from "live_selfie" folder
+- **attack** contains videos of attacks with printed photos with the original images from "live_selfie" folder
 
 ### File with the extension .csv
 includes the following information for each media file:
 - **live_selfie**: the link to access the original selfie
 - **live_video**: the link to access the original video
-- **attack**: the link to access the video of the attack with the printed photo
+- **attack**: the link to access the video of attack with the printed photo
 
-## [**TrainingData**](https://trainingdata.pro/data-market/anti-spoofing-printed-photo?utm_source=huggingface&utm_medium=cpc&utm_campaign=printed_photos_attacks) provides high-quality data annotation tailored to your needs
+# 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/datasets](https://trainingdata.pro/datasets/anti-spoofing-printed-photo?utm_source=huggingface&utm_medium=cpc&utm_campaign=printed_photos_attacks)** to discuss your requirements, learn about the price and buy the dataset 
+
+**[TrainingData](https://trainingdata.pro/datasets/anti-spoofing-printed-photo?utm_source=huggingface&utm_medium=cpc&utm_campaign=printed_photos_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**
 
-TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
+*keywords: liveness detection systems, liveness detection dataset, biometric dataset, biometric data dataset, biometric system attacks, anti-spoofing dataset, face liveness detection, deep learning dataset, face spoofing database, face anti-spoofing, presentation attack detection, presentation attack dataset, 2d print attacks, print 2d attacks dataset, phone attack dataset, face anti spoofing, large-scale face anti spoofing, rich annotations anti spoofing dataset, cut prints spoof attack*