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A Robust Approach for Securing Audio Classification Against Adversarial Attacks

24 April 2019

Mohammad Esmaeilpour

P. Cardinal

Alessandro Lameiras Koerich

AAML

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Papers citing "A Robust Approach for Securing Audio Classification Against Adversarial Attacks"

27 / 27 papers shown

Title
Out-of-Distribution Data: An Acquaintance of Adversarial Examples -- A Survey Naveen Karunanayake Ravin Gunawardena Suranga Seneviratne Sanjay Chawla OOD 91 7 0 08 Apr 2024
Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria Nuoyan Zhou Nannan Wang Decheng Liu Dawei Zhou Xinbo Gao AAML 73 2 0 05 Oct 2023
Privacy-preserving and Privacy-attacking Approaches for Speech and Audio -- A Survey Yuchen Liu Apu Kapadia Donald Williamson AAML 71 0 0 26 Sep 2023
Beyond Neural-on-Neural Approaches to Speaker Gender Protection L. V. Bemmel Zhuoran Liu Nik Vaessen Martha Larson AAML 44 2 0 30 Jun 2023
Adversarial Attack Based on Prediction-Correction Chen Wan Fangjun Huang AAML 62 4 0 02 Jun 2023
Transferability of Adversarial Attacks on Synthetic Speech Detection Yueyun Shang Shunyi Chen Li Dong Diqun Yan Rangding Wang AAML 46 1 0 16 May 2022
From Environmental Sound Representation to Robustness of 2D CNN Models Against Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 108 7 0 14 Apr 2022
Adversarial Attacks on Speech Recognition Systems for Mission-Critical Applications: A Survey Ngoc Dung Huynh Mohamed Reda Bouadjenek Imran Razzak Kevin Lee Chetan Arora Ali Hassani A. Zaslavsky AAML 56 6 0 22 Feb 2022
1D CNN Architectures for Music Genre Classification Safaa Allamy Alessandro Lameiras Koerich MGen AI4TS 47 34 0 15 May 2021
Cyclic Defense GAN Against Speech Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 93 7 0 26 Mar 2021
Towards Robust Speech-to-Text Adversarial Attack Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 45 13 0 15 Mar 2021
Multi-Discriminator Sobolev Defense-GAN Against Adversarial Attacks for End-to-End Speech Systems Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 59 16 0 15 Mar 2021
Class-Conditional Defense GAN Against End-to-End Speech Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 46 14 0 22 Oct 2020
Conditioning Trick for Training Stable GANs Mohammad Esmaeilpour Raymel Alfonso Sallo Olivier St-Georges P. Cardinal Alessandro Lameiras Koerich 27 0 0 12 Oct 2020
Adversarially Training for Audio Classifiers Raymel Alfonso Sallo Mohammad Esmaeilpour P. Cardinal AAML 37 8 0 26 Aug 2020
Defending Distributed Classifiers Against Data Poisoning Attacks Sandamal Weerasinghe T. Alpcan S. Erfani C. Leckie AAML 27 3 0 21 Aug 2020
Improving Stability of LS-GANs for Audio and Speech Signals Mohammad Esmaeilpour Raymel Alfonso Sallo Olivier St-Georges P. Cardinal Alessandro Lameiras Koerich 23 0 0 12 Aug 2020
End-to-End Adversarial White Box Attacks on Music Instrument Classification Katharina Prinz A. Flexer AAML 24 0 0 29 Jul 2020
From Sound Representation to Model Robustness Mohamad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 77 6 0 27 Jul 2020
Detection of Adversarial Attacks and Characterization of Adversarial Subspace Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 54 17 0 26 Oct 2019
Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms K. M. Koerich M. Esmailpour Sajjad Abdoli A. Britto Alessandro Lameiras Koerich AAML 77 1 0 22 Oct 2019
Adversarial Example Detection by Classification for Deep Speech Recognition Saeid Samizade Zheng-Hua Tan Chao Shen X. Guan AAML 79 35 0 22 Oct 2019
Imperio: Robust Over-the-Air Adversarial Examples for Automatic Speech Recognition Systems Lea Schonherr Thorsten Eisenhofer Steffen Zeiler Thorsten Holz D. Kolossa AAML 130 65 0 05 Aug 2019
Sound source detection, localization and classification using consecutive ensemble of CRNN models Slawomir Kapka M. Lewandowski 113 66 0 02 Aug 2019
A fast online cascaded regression algorithm for face alignment Lin Feng Caifeng Liu Sheng-lan Liu Huibing Wang CVBM 42 1 0 10 May 2019
End-to-End Environmental Sound Classification using a 1D Convolutional Neural Network Sajjad Abdoli P. Cardinal Alessandro Lameiras Koerich 71 276 0 18 Apr 2019
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich 77 43 0 08 Apr 2019