awesome-face-anti-spoofing

awesome-face-anti-spoofing

标签： anti-spoofing paper code awesome

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???? face anti-spoofing releated algorithm, dataset and paper

• Paper / Algorithm

  • Survey
  • handcrafted
    • single-frame
    • multi-frame
  • cnn-based
    • single-modal
    • multi-modal

• Datasets

• Open source lib

• Home Page

???? Paper / Algorithm

Survey

• 活体检测Face Anti-spoofing综述

• Handbook of Biometric Anti-Spoofing Chapter 9

handcrafted

single-frame

LBP

On the effectiveness of Local Binary Patterns in face anti-spoofifing

DoG

A face antispoofifing database with diverse attacks

Colour Texture

Face Spoofing Detection Using Colour Texture Analysis

multi-frame

Eyeblink

Eyeblink-based anti-spoofifing in face recognition from a generic webcamera

DMD + LBP

Detection of Face Spoofing Using Visual Dynamics

rPPg

Generalized face anti-spoofing by detecting pulse from face videos

cnn-based

single-modal

CNN

Learn Convolutional Neural Network for Face Anti-Spoofing

CNN-LSTM

Learning Temporal Features Using LSTM-CNN Architecture for Face Anti-spoofing

Patch

Face anti-spoofifing using patch and depth-based CNNs

An original face anti-spoofifing approach using partial convolutional neural network

rPPg+Depth

Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision

Micro-texture + SSD

Discriminative Representation Combinations for Accurate Face Spoofing Detection

De-Spoofing

Face De-Spoofing: Anti-Spoofing via Noise Modeling

multi-modal

CASIA-SURF

A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing

SENet

Recognizing Multi-modal Face Spoofing with Face Recognition Networks

FaceBag

FaceBagNet: Bag-of-local-features Model for Multi-modal Face Anti-spoofing

FeatherNets

FeatherNets: Convolutional Neural Networks as Ligh as Feather for Face Anti-spoofing

???? Datasets

Datasets	#subjects	#videos	Modal	Year	Page	Download Link
NUAA	15		RGB	2010	Page	Baidu Yun tqfh
Replay-Attack	50	1200	RGB	2012	Page
CASIA-FASD	50	600	RGB	2012	Page	Baidu Yun zx7k
CASIA-MFSD	50	600	RGB	2012
3DMAD	17	255	RGB/Depth	2013	Page
MSU-MFSD	35	440	RGB	2015	Page
Oulu-NPU	55	5940	RGB	2017	Page
Siw	165	4620	RGB	2018	Page
CASIA-SURF	1000	21000	RGB/Depth/IR	2018	Page	Baidu Yun j41h

⚙️ Open source lib

• idiap Bob

???? Home Page

• CASIA-CBSR (Stan Z. Li)
• idiap-Biometrics group (Sebastien)
• Mark S. Nixon
• biometrics msu(Anil K. Jain)
• cvla msu(Xiaoming Liu)
• Yaojie Liu (刘耀杰)