A BSTRACT

1 Introduction  
1.1 Background  
1.2 Categories of Face Presentation Attacks  
1.3 Face PAD Methods with Generic Consumer Devices (GCD)  
1.4 Main Contributions of this Paper  
1.5 Structure of this Paper  

2 Overview of Face PAD Methods Using Only RGB Cameras from GCDs  
2.1 Typology of Face PAD Methods  
2.2 Liveness Cue-Based Methods  
2.3 Texture Cue-Based Methods  
2.4 3D Geometric Cue-Based Methods  
2.5 Multiple Cue-Based Methods  
2.6 New Trends in PAD Methods  

3 Existing Face Anti-Spoofing Datasets and Their Major Limitations  
3.1 Some Useful Definitions  
3.2 Brief Overview of the Existing Datasets  
3.3 Major Limitations of the Existing Datasets  
3.4 Detailed Description of the Existing Datasets  

4 Experimental Evaluation  
4.1 Evaluation Protocol  
4.2 Evaluation Metric  
4.3 Experimental Results  

5 Discussion  
5.1 Current Trends and Perspectives  
5.2 Obfuscation Face PAD  

6 Conclusion