3D High-Fidelity Mask Face Presentation Attack Detection Challenge

by   Ajian Liu, et al.

The threat of 3D masks to face recognition systems is increasingly serious and has been widely concerned by researchers. To facilitate the study of the algorithms, a large-scale High-Fidelity Mask dataset, namely CASIA-SURF HiFiMask (briefly HiFiMask) has been collected. Specifically, it consists of a total amount of 54, 600 videos which are recorded from 75 subjects with 225 realistic masks under 7 new kinds of sensors. Based on this dataset and Protocol 3 which evaluates both the discrimination and generalization ability of the algorithm under the open set scenarios, we organized a 3D High-Fidelity Mask Face Presentation Attack Detection Challenge to boost the research of 3D mask-based attack detection. It attracted 195 teams for the development phase with a total of 18 teams qualifying for the final round. All the results were verified and re-run by the organizing team, and the results were used for the final ranking. This paper presents an overview of the challenge, including the introduction of the dataset used, the definition of the protocol, the calculation of the evaluation criteria, and the summary and publication of the competition results. Finally, we focus on introducing and analyzing the top ranking algorithms, the conclusion summary, and the research ideas for mask attack detection provided by this competition.


Surveillance Face Presentation Attack Detection Challenge

Face Anti-spoofing (FAS) is essential to secure face recognition systems...

3D Face Mask Presentation Attack Detection Based on Intrinsic Image Analysis

Face presentation attacks have become a major threat to face recognition...

Introduction to Presentation Attack Detection in Face Biometrics and Recent Advances

The main scope of this chapter is to serve as an introduction to face pr...

TransRPPG: Remote Photoplethysmography Transformer for 3D Mask Face Presentation Attack Detection

3D mask face presentation attack detection (PAD) plays a vital role in s...

Masked Face Recognition Challenge: The WebFace260M Track Report

According to WHO statistics, there are more than 204,617,027 confirmed C...

StyleSync: High-Fidelity Generalized and Personalized Lip Sync in Style-based Generator

Despite recent advances in syncing lip movements with any audio waves, c...

Morphing Attack Detection – Database, Evaluation Platform and Benchmarking

Morphing attacks have posed a severe threat to Face Recognition System (...

Please sign up or login with your details

Forgot password? Click here to reset