From Environmental Sound Representation to Robustness of 2D CNN Models
Against Adversarial Attacks

From Environmental Sound Representation to Robustness of 2D CNN Models Against Adversarial Attacks

14 April 2022

Mohammad Esmaeilpour

Alessandro Lameiras Koerich

Papers citing "From Environmental Sound Representation to Robustness of 2D CNN Models Against Adversarial Attacks"

13 / 13 papers shown

Title
Mic2Mic: Using Cycle-Consistent Generative Adversarial Networks to Overcome Microphone Variability in Speech Systems Akhil Mathur Anton Isopoussu F. Kawsar N. Bianchi-Berthouze Nicholas D. Lane 47 52 0 27 Mar 2020
A New Defense Against Adversarial Images: Turning a Weakness into a Strength Tao Yu Shengyuan Hu Chuan Guo Wei-Lun Chao Kilian Q. Weinberger AAML 104 103 0 16 Oct 2019
A Robust Approach for Securing Audio Classification Against Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 36 70 0 24 Apr 2019
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text Nicholas Carlini D. Wagner AAML 91 1,078 0 05 Jan 2018
Foolbox: A Python toolbox to benchmark the robustness of machine learning models Jonas Rauber Wieland Brendel Matthias Bethge AAML 63 283 0 13 Jul 2017
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 114 2,497 0 29 Sep 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 254 8,550 0 16 Aug 2016
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification Justin Salamon J. P. Bello 56 1,303 0 15 Aug 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 524 5,897 0 08 Jul 2016
The Implementation of Low-cost Urban Acoustic Monitoring Devices C. Mydlarz Justin Salamon J. P. Bello 52 140 0 26 May 2016
DeepFool: a simple and accurate method to fool deep neural networks Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi P. Frossard AAML 146 4,895 0 14 Nov 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 264 19,045 0 20 Dec 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 261 14,912 1 21 Dec 2013