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Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing Models

30 May 2022

Papers citing "Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing Models"

39 / 39 papers shown

Title
Learning Facial Liveness Representation for Domain Generalized Face Anti-spoofing Zih-Ching Chen Lin-Hsi Tsao Chin-Lun Fu Shang-Fu Chen Yu-Chiang Frank Wang CVBM 30 3 0 16 Aug 2022
Physical Attack on Monocular Depth Estimation with Optimal Adversarial Patches Zhiyuan Cheng James Liang Hongjun Choi Guanhong Tao Zhiwen Cao Dongfang Liu Xiangyu Zhang AAML MDE 56 84 0 11 Jul 2022
Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack Ye Liu Yaya Cheng Lianli Gao Xianglong Liu Qilong Zhang Jingkuan Song AAML 69 61 0 10 Mar 2022
Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty Learning Hangtong Wu Dan Zeng Yibo Hu Hailin Shi Tao Mei CVBM 74 40 0 01 Dec 2021
A Systematical Solution for Face De-identification Songlin Yang Wei Wang Yuehua Cheng Jing Dong PICV CVBM 42 8 0 19 Jul 2021
Improving Transferability of Adversarial Patches on Face Recognition with Generative Models Zihao Xiao Xianfeng Gao Chilin Fu Yinpeng Dong Wei-zhe Gao Xiaolu Zhang Jun Zhou Jun Zhu AAML CVBM 80 109 0 29 Jun 2021
Deep Learning for Face Anti-Spoofing: A Survey Zitong Yu Yunxiao Qin Xiaobai Li Chenxu Zhao Zhen Lei Guoying Zhao CVBM AAML 62 147 0 28 Jun 2021
FACESEC: A Fine-grained Robustness Evaluation Framework for Face Recognition Systems Liang Tong Zhengzhang Chen Jingchao Ni Wei Cheng Dongjin Song Haifeng Chen Yevgeniy Vorobeychik CVBM AAML 55 19 0 08 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 453 21,439 0 25 Mar 2021
From Hero to Zéroe: A Benchmark of Low-Level Adversarial Attacks Steffen Eger Yannik Benz AAML 45 45 0 12 Oct 2020
Bag of Tricks for Adversarial Training Tianyu Pang Xiao Yang Yinpeng Dong Hang Su Jun Zhu AAML 78 269 0 01 Oct 2020
A black-box adversarial attack for poisoning clustering Antonio Emanuele Cinà Alessandro Torcinovich Marcello Pelillo AAML 44 41 0 09 Sep 2020
Simulating Unknown Target Models for Query-Efficient Black-box Attacks Chen Ma Lixing Chen Junhai Yong MLAU OOD 72 17 0 02 Sep 2020
Face Anti-Spoofing Via Disentangled Representation Learning Ke-Yue Zhang Taiping Yao Jian Zhang Ying Tai Shouhong Ding Jilin Li Feiyue Huang Haichuan Song Lizhuang Ma CVBM 49 125 0 19 Aug 2020
Eigen-CAM: Class Activation Map using Principal Components Mohammed Bany Muhammad M. Yeasin 65 342 0 01 Aug 2020
CelebA-Spoof: Large-Scale Face Anti-Spoofing Dataset with Rich Annotations Yuanhan Zhang Zhen-fei Yin Yidong Li Guojun Yin Junjie Yan Jing Shao Ziwei Liu CVBM 111 163 0 24 Jul 2020
On Disentangling Spoof Trace for Generic Face Anti-Spoofing Yaojie Liu J. Stehouwer Xiaoming Liu AAML CVBM 58 108 0 17 Jul 2020
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning Haibin Wu Andy T. Liu Hung-yi Lee AAML 54 31 0 05 Jun 2020
Overfitting in adversarially robust deep learning Leslie Rice Eric Wong Zico Kolter 108 804 0 26 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 417 10,591 0 17 Feb 2020
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks Mehdi Neshat Zifan Wang Bradley Alexander Fan Yang Zijian Zhang Sirui Ding Markus Wagner Xia Hu FAtt 93 1,069 0 03 Oct 2019
Sparse and Imperceivable Adversarial Attacks Francesco Croce Matthias Hein AAML 97 199 0 11 Sep 2019
AdvHat: Real-world adversarial attack on ArcFace Face ID system Stepan Alekseevich Komkov Aleksandr Petiushko AAML CVBM 54 285 0 23 Aug 2019
Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA Yichen Jiang Joey Tianyi Zhou AAML LRM 66 103 0 17 Jun 2019
On Evaluating Adversarial Robustness Nicholas Carlini Anish Athalye Nicolas Papernot Wieland Brendel Jonas Rauber Dimitris Tsipras Ian Goodfellow Aleksander Madry Alexey Kurakin ELM AAML 89 901 0 18 Feb 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 103 2,670 0 29 Nov 2018
Single Image Reflection Separation with Perceptual Losses X. Zhang Ren Ng Qifeng Chen 100 320 0 14 Jun 2018
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network Yao Feng Fan Wu Xiaohu Shao Yanfeng Wang Xi Zhou 3DV 3DH 66 691 0 21 Mar 2018
Improving Transferability of Adversarial Examples with Input Diversity Cihang Xie Zhishuai Zhang Yuyin Zhou Song Bai Jianyu Wang Zhou Ren Alan Yuille AAML 106 1,123 0 19 Mar 2018
Spatially Transformed Adversarial Examples Chaowei Xiao Jun-Yan Zhu Yue Liu Warren He M. Liu Basel Alomair AAML 76 523 0 08 Jan 2018
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey Naveed Akhtar Ajmal Mian AAML 97 1,867 0 02 Jan 2018
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks Aditya Chattopadhyay Anirban Sarkar Prantik Howlader V. Balasubramanian FAtt 112 2,300 0 30 Oct 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 310 12,069 0 19 Jun 2017
Adversarial Attacks on Neural Network Policies Sandy Huang Nicolas Papernot Ian Goodfellow Yan Duan Pieter Abbeel MLAU AAML 91 837 0 08 Feb 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 321 20,023 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 775 36,813 0 25 Aug 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 266 8,555 0 16 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,386 0 04 Sep 2014