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Unravelling Robustness of Deep Learning based Face Recognition Against
  Adversarial Attacks

Unravelling Robustness of Deep Learning based Face Recognition Against Adversarial Attacks

22 February 2018
Gaurav Goswami
Nalini Ratha
Akshay Agarwal
Richa Singh
Mayank Vatsa
    AAML
ArXiv (abs)PDFHTML

Papers citing "Unravelling Robustness of Deep Learning based Face Recognition Against Adversarial Attacks"

50 / 59 papers shown
Title
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks
Sun Haoxuan
Hong Yan
Zhan Jiahui
Chen Haoxing
Lan Jun
Zhu Huijia
Wang Weiqiang
Zhang Liqing
Zhang Jianfu
AAML
408
0
0
06 May 2025
SAP-DIFF: Semantic Adversarial Patch Generation for Black-Box Face Recognition Models via Diffusion Models
SAP-DIFF: Semantic Adversarial Patch Generation for Black-Box Face Recognition Models via Diffusion Models
Mingsi Wang
Shuaiyin Yao
Chang Yue
Lijie Zhang
Guozhu Meng
DiffMAAML
109
0
0
27 Feb 2025
Discerning the Chaos: Detecting Adversarial Perturbations while
  Disentangling Intentional from Unintentional Noises
Discerning the Chaos: Detecting Adversarial Perturbations while Disentangling Intentional from Unintentional Noises
Anubhooti Jain
Susim Roy
Kwanit Gupta
Mayank Vatsa
Richa Singh
AAML
85
0
0
29 Sep 2024
Towards General Robustness Verification of MaxPool-based Convolutional
  Neural Networks via Tightening Linear Approximation
Towards General Robustness Verification of MaxPool-based Convolutional Neural Networks via Tightening Linear Approximation
Yuan Xiao
Shiqing Ma
Juan Zhai
Chunrong Fang
Jinyuan Jia
Zhenyu Chen
AAML
88
1
0
02 Jun 2024
Verification of Neural Networks' Global Robustness
Verification of Neural Networks' Global Robustness
Anan Kabaha
Dana Drachsler-Cohen
AAMLOOD
74
6
0
29 Feb 2024
Simultaneous Adversarial Attacks On Multiple Face Recognition System
  Components
Simultaneous Adversarial Attacks On Multiple Face Recognition System Components
Inderjeet Singh
Kazuya Kakizaki
Toshinori Araki
CVBMAAMLPICV
57
0
0
11 Apr 2023
Controllable Inversion of Black-Box Face Recognition Models via
  Diffusion
Controllable Inversion of Black-Box Face Recognition Models via Diffusion
Manuel Kansy
Anton Raël
Graziana Mignone
Jacek Naruniec
Christopher Schroers
Markus Gross
Romann M. Weber
DiffM
142
20
0
23 Mar 2023
Do we need entire training data for adversarial training?
Do we need entire training data for adversarial training?
Vipul Gupta
Apurva Narayan
AAML
70
1
0
10 Mar 2023
Robust Smart Home Face Recognition under Starving Federated Data
Robust Smart Home Face Recognition under Starving Federated Data
Jaechul Roh
Yajun Fang
FedMLCVBMAAML
63
0
0
10 Nov 2022
Secure and Trustworthy Artificial Intelligence-Extended Reality (AI-XR)
  for Metaverses
Secure and Trustworthy Artificial Intelligence-Extended Reality (AI-XR) for Metaverses
Adnan Qayyum
M. A. Butt
Hassan Ali
Muhammad Usman
O. Halabi
Ala I. Al-Fuqaha
Q. Abbasi
Muhammad Ali Imran
Junaid Qadir
84
38
0
24 Oct 2022
Is Face Recognition Safe from Realizable Attacks?
Is Face Recognition Safe from Realizable Attacks?
Sanjay Saha
Terence Sim
CVBMAAML
44
3
0
15 Oct 2022
Boosting Robustness Verification of Semantic Feature Neighborhoods
Boosting Robustness Verification of Semantic Feature Neighborhoods
Anan Kabaha
Dana Drachsler-Cohen
AAML
90
6
0
12 Sep 2022
RAF: Recursive Adversarial Attacks on Face Recognition Using Extremely
  Limited Queries
RAF: Recursive Adversarial Attacks on Face Recognition Using Extremely Limited Queries
Keshav Kasichainula
Hadi Mansourifar
W. Shi
AAML
73
1
0
04 Jul 2022
Attack Analysis of Face Recognition Authentication Systems Using Fast
  Gradient Sign Method
Attack Analysis of Face Recognition Authentication Systems Using Fast Gradient Sign Method
Arbena Musa
Kamer Vishi
Blerim Rexha
CVBMAAML
35
21
0
10 Mar 2022
Towards Assessing and Characterizing the Semantic Robustness of Face
  Recognition
Towards Assessing and Characterizing the Semantic Robustness of Face Recognition
Juan C. Pérez
Motasem Alfarra
Ali K. Thabet
Pablo Arbelaez
Guohao Li
AAML
72
1
0
10 Feb 2022
Repairing Adversarial Texts through Perturbation
Repairing Adversarial Texts through Perturbation
Guoliang Dong
Jingyi Wang
Jun Sun
Sudipta Chattopadhyay
Xinyu Wang
Ting Dai
Jie Shi
J. Dong
AAML
34
2
0
29 Dec 2021
Pixel-Level Face Image Quality Assessment for Explainable Face
  Recognition
Pixel-Level Face Image Quality Assessment for Explainable Face Recognition
Philipp Terhörst
Marco Huber
Naser Damer
Florian Kirchbuchner
Kiran Raja
Arjan Kuijper
CVBM
165
28
0
21 Oct 2021
Robustness-via-Synthesis: Robust Training with Generative Adversarial
  Perturbations
Robustness-via-Synthesis: Robust Training with Generative Adversarial Perturbations
Inci M. Baytas
Debayan Deb
AAML
55
7
0
22 Aug 2021
Adversarial Relighting Against Face Recognition
Adversarial Relighting Against Face Recognition
Qian Zhang
Qing Guo
Ruijun Gao
Felix Juefei Xu
Hongkai Yu
Wei Feng
AAML
129
22
0
18 Aug 2021
Unravelling the Effect of Image Distortions for Biased Prediction of
  Pre-trained Face Recognition Models
Unravelling the Effect of Image Distortions for Biased Prediction of Pre-trained Face Recognition Models
P. Majumdar
S. Mittal
Richa Singh
Mayank Vatsa
CVBM
118
19
0
14 Aug 2021
Advances in adversarial attacks and defenses in computer vision: A
  survey
Advances in adversarial attacks and defenses in computer vision: A survey
Naveed Akhtar
Ajmal Mian
Navid Kardan
M. Shah
AAML
165
242
0
01 Aug 2021
Examining the Human Perceptibility of Black-Box Adversarial Attacks on
  Face Recognition
Examining the Human Perceptibility of Black-Box Adversarial Attacks on Face Recognition
Benjamin Spetter-Goldstein
Nataniel Ruiz
Sarah Adel Bargal
AAML
36
0
0
19 Jul 2021
Dual Head Adversarial Training
Dual Head Adversarial Training
Yujing Jiang
Xingjun Ma
S. Erfani
James Bailey
AAML
52
4
0
21 Apr 2021
Distributional Robustness Loss for Long-tail Learning
Distributional Robustness Loss for Long-tail Learning
Dvir Samuel
Gal Chechik
OOD
111
100
0
07 Apr 2021
Adaptive Clustering of Robust Semantic Representations for Adversarial
  Image Purification
Adaptive Clustering of Robust Semantic Representations for Adversarial Image Purification
S. Silva
Arun Das
I. Scarff
Peyman Najafirad
AAML
61
1
0
05 Apr 2021
Explaining Adversarial Vulnerability with a Data Sparsity Hypothesis
Explaining Adversarial Vulnerability with a Data Sparsity Hypothesis
Mahsa Paknezhad
Cuong Phuc Ngo
Amadeus Aristo Winarto
Alistair Cheong
Beh Chuen Yang
Wu Jiayang
Lee Hwee Kuan
OODAAML
76
9
0
01 Mar 2021
Trustworthy AI
Trustworthy AI
Richa Singh
Mayank Vatsa
Nalini Ratha
53
4
0
02 Nov 2020
WaveTransform: Crafting Adversarial Examples via Input Decomposition
WaveTransform: Crafting Adversarial Examples via Input Decomposition
Divyam Anshumaan
Akshay Agarwal
Mayank Vatsa
Richa Singh
AAML
54
11
0
29 Oct 2020
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound
S. Chhabra
Akshay Agarwal
Richa Singh
Mayank Vatsa
AAML
66
3
0
25 Oct 2020
Learning Loss for Test-Time Augmentation
Learning Loss for Test-Time Augmentation
Ildoo Kim
Younghoon Kim
Sungwoong Kim
OOD
83
92
0
22 Oct 2020
Adversarial Examples in Deep Learning for Multivariate Time Series
  Regression
Adversarial Examples in Deep Learning for Multivariate Time Series Regression
Gautam Raj Mode
K. A. Hoque
AAMLAI4TS
72
58
0
24 Sep 2020
Measurement-driven Security Analysis of Imperceptible Impersonation
  Attacks
Measurement-driven Security Analysis of Imperceptible Impersonation Attacks
Shasha Li
K. Khalil
Yikang Shen
Chengyu Song
S. Krishnamurthy
Amit K. Roy-Chowdhury
A. Swami
AAML
36
2
0
26 Aug 2020
Securing CNN Model and Biometric Template using Blockchain
Securing CNN Model and Biometric Template using Blockchain
Akhil Goel
Akshay Agarwal
Mayank Vatsa
Richa Singh
Nalini Ratha
63
31
0
31 Jul 2020
Adversarial Attacks against Face Recognition: A Comprehensive Study
Adversarial Attacks against Face Recognition: A Comprehensive Study
Fatemeh Vakhshiteh
A. Nickabadi
Raghavendra Ramachandra
AAML
83
16
0
22 Jul 2020
Deep Learning Techniques for Future Intelligent Cross-Media Retrieval
Deep Learning Techniques for Future Intelligent Cross-Media Retrieval
S. Rehman
M. Waqas
Shanshan Tu
Anis Koubaa
O. Rehman
Jawad Ahmad
Muhammad Hanif
Zhu Han
44
6
0
21 Jul 2020
Facial Recognition: A cross-national Survey on Public Acceptance,
  Privacy, and Discrimination
Facial Recognition: A cross-national Survey on Public Acceptance, Privacy, and Discrimination
Léa Steinacker
Miriam Meckel
Genia Kostka
Damian Borth
21
11
0
15 Jul 2020
Opportunities and Challenges in Deep Learning Adversarial Robustness: A
  Survey
Opportunities and Challenges in Deep Learning Adversarial Robustness: A Survey
S. Silva
Peyman Najafirad
AAMLOOD
108
135
0
01 Jul 2020
Towards Transferable Adversarial Attack against Deep Face Recognition
Towards Transferable Adversarial Attack against Deep Face Recognition
Yaoyao Zhong
Weihong Deng
AAML
105
162
0
13 Apr 2020
Security and Privacy in IoT Using Machine Learning and Blockchain:
  Threats & Countermeasures
Security and Privacy in IoT Using Machine Learning and Blockchain: Threats & Countermeasures
Nazar Waheed
Xiangjian He
Muhammad Ikram
Muhammad Usman
Saad Sajid Hashmi
Muhammad Usman
78
6
0
10 Feb 2020
On the Robustness of Face Recognition Algorithms Against Attacks and
  Bias
On the Robustness of Face Recognition Algorithms Against Attacks and Bias
Richa Singh
Akshay Agarwal
Maneet Singh
Shruti Nagpal
Mayank Vatsa
CVBMAAML
134
66
0
07 Feb 2020
Detecting Face2Face Facial Reenactment in Videos
Detecting Face2Face Facial Reenactment in Videos
Prabhat Kumar
Mayank Vatsa
Richa Singh
PICVCVBM
64
50
0
21 Jan 2020
The Security of IP-based Video Surveillance Systems
The Security of IP-based Video Surveillance Systems
Naor Kalbo
Yisroel Mirsky
A. Shabtai
Yuval Elovici
CVBM
47
55
0
23 Oct 2019
Adversarial Learning with Margin-based Triplet Embedding Regularization
Adversarial Learning with Margin-based Triplet Embedding Regularization
Yaoyao Zhong
Weihong Deng
AAML
91
50
0
20 Sep 2019
AdvFaces: Adversarial Face Synthesis
AdvFaces: Adversarial Face Synthesis
Debayan Deb
Jianbang Zhang
Anil K. Jain
GANCVBMAAMLPICV
99
129
0
14 Aug 2019
Identifying Classes Susceptible to Adversarial Attacks
Identifying Classes Susceptible to Adversarial Attacks
Rangeet Pan
Md Johirul Islam
Shibbir Ahmed
Hridesh Rajan
AAML
28
7
0
30 May 2019
Adversarial Image Translation: Unrestricted Adversarial Examples in Face
  Recognition Systems
Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems
Kazuya Kakizaki
Kosuke Yoshida
AAMLCVBM
79
19
0
09 May 2019
Minimum Uncertainty Based Detection of Adversaries in Deep Neural
  Networks
Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks
Fatemeh Sheikholeslami
Swayambhoo Jain
G. Giannakis
AAML
67
25
0
05 Apr 2019
A Comprehensive Overview of Biometric Fusion
A Comprehensive Overview of Biometric Fusion
Maneet Singh
Richa Singh
Arun Ross
88
190
0
08 Feb 2019
Data Fine-tuning
Data Fine-tuning
S. Chhabra
P. Majumdar
Mayank Vatsa
Richa Singh
AAML
108
13
0
10 Dec 2018
Attacks on State-of-the-Art Face Recognition using Attentional
  Adversarial Attack Generative Network
Attacks on State-of-the-Art Face Recognition using Attentional Adversarial Attack Generative Network
Q. Song
Yingqi Wu
Lu Yang
AAMLCVBMGAN
125
98
0
29 Nov 2018
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