CelebA-Spoof Challenge 2020 on Face Anti-Spoofing: Methods and Results

02/25/2021
by   Yuanhan Zhang, et al.
0

As facial interaction systems are prevalently deployed, security and reliability of these systems become a critical issue, with substantial research efforts devoted. Among them, face anti-spoofing emerges as an important area, whose objective is to identify whether a presented face is live or spoof. Recently, a large-scale face anti-spoofing dataset, CelebA-Spoof which comprised of 625,537 pictures of 10,177 subjects has been released. It is the largest face anti-spoofing dataset in terms of the numbers of the data and the subjects. This paper reports methods and results in the CelebA-Spoof Challenge 2020 on Face AntiSpoofing which employs the CelebA-Spoof dataset. The model evaluation is conducted online on the hidden test set. A total of 134 participants registered for the competition, and 19 teams made valid submissions. We will analyze the top ranked solutions and present some discussion on future work directions.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/24/2020

CelebA-Spoof: Large-Scale Face Anti-Spoofing Dataset with Rich Annotations

As facial interaction systems are prevalently deployed, security and rel...
research
07/26/2018

Face De-Spoofing: Anti-Spoofing via Noise Modeling

Many prior face anti-spoofing works develop discriminative models for re...
research
01/02/2019

Improving Face Anti-Spoofing by 3D Virtual Synthesis

Face anti-spoofing is crucial for the security of face recognition syste...
research
11/17/2017

Towards the Adoption of Anti-spoofing Protocols for Email Systems

Email spoofing is a critical step of phishing, where the attacker impers...
research
04/12/2023

Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results

Face anti-spoofing (FAS) is an essential mechanism for safeguarding the ...
research
12/15/2021

ForgeryNet – Face Forgery Analysis Challenge 2021: Methods and Results

The rapid progress of photorealistic synthesis techniques has reached a ...
research
02/27/2019

Aurora Guard: Real-Time Face Anti-Spoofing via Light Reflection

In this paper, we propose a light reflection based face anti-spoofing me...

Please sign up or login with your details

Forgot password? Click here to reset