Update README.md

README.md

@@ -5,9 +5,12 @@ task_categories:
 language:
 - en
 tags:
-- finance
-- legal
-- code
+- ibeta
+- replay attack
+- video
+- liveness detection
+- biometric
+- anti-spoofing
 dataset_info:
   features:
   - name: video_file
@@ -30,13 +33,15 @@ dataset_info:
     num_examples: 10
   download_size: 623356178
   dataset_size: 1547
+size_categories:
+- 10K<n<100K
 ---
 # High Resolution Live Attacks - Biometric Attack dataset
 The anti spoofing dataset includes live-recorded Anti-Spoofing videos from around the world, captured via **high-quality** webcams with Full HD resolution and above. The videos were gathered by capturing faces of genuine individuals presenting spoofs, using facial presentations. Our dataset proposes a novel approach that learns and detects spoofing techniques, extracting features from the genuine facial images to prevent the capturing of such information by fake users. 
 
 The dataset contains images and videos of real humans with various **views, and colors**, making it a comprehensive resource for researchers working on anti-spoofing technologies.
 
-# 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[TrainingData](https://trainingdata.pro/datasets/full-hd-webcam-attacks?utm_source=huggingface&utm_medium=cpc&utm_campaign=high_quality_webcam_video_attacks)** to buy the dataset
+# 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=high_quality_webcam_video_attacks)
 
 ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F1ffb68e96724140488b944b22c68580c%2F(1).png?generation=1684702390091084&alt=media)
 
@@ -64,12 +69,8 @@ Additionally, the model of the webcam is also specified.
 
 Metadata is represented in the `file_info.csv`.
 
-# 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/datasets](https://trainingdata.pro/datasets/full-hd-webcam-attacks?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
+##  👉 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=high_quality_webcam_video_attacks)
 
-## **[TrainingData](https://trainingdata.pro/datasets/full-hd-webcam-attacks?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**
+#**🚀 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=high_quality_webcam_video_attacks)**
 
 *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, ibeta dataset, human video dataset, video dataset, high quality video dataset, hd video dataset, phone attack dataset, face anti spoofing, large-scale face anti spoofing, rich annotations anti spoofing dataset*