On the Vulnerability of Capsule Networks to Adversarial Attacks

On the Vulnerability of Capsule Networks to Adversarial Attacks

9 June 2019

Félix D. P. Michels

Stefan Harmeling

Papers citing "On the Vulnerability of Capsule Networks to Adversarial Attacks"

14 / 14 papers shown

Title
RobCaps: Evaluating the Robustness of Capsule Networks against Affine Transformations and Adversarial Attacks Alberto Marchisio Antonio De Marco Alessio Colucci Maurizio Martina Mohamed Bennai AAML 27 2 0 08 Apr 2023
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption Matthias Mitterreiter Marcel Koch Joachim Giesen Soren Laue 3DPC MedIm 30 13 0 04 Jan 2023
Recognizing Object by Components with Human Prior Knowledge Enhances Adversarial Robustness of Deep Neural Networks Xiao-Li Li Ziqi Wang Bo Zhang Gang Hua Xiaolin Hu 32 26 0 04 Dec 2022
Effectiveness of the Recent Advances in Capsule Networks Nidhin Harilal Rohan Patil 29 0 0 11 Oct 2022
Defensive Distillation based Adversarial Attacks Mitigation Method for Channel Estimation using Deep Learning Models in Next-Generation Wireless Networks Ferhat Ozgur Catak Murat Kuzlu Evren Çatak Umit Cali Ozgur Guler AAML 25 26 0 12 Aug 2022
Towards Robust Stacked Capsule Autoencoder with Hybrid Adversarial Training Jiazhu Dai Siwei Xiong AAML 31 2 0 28 Feb 2022
The Adversarial Security Mitigations of mmWave Beamforming Prediction Models using Defensive Distillation and Adversarial Retraining Murat Kuzlu Ferhat Ozgur Catak Umit Cali Evren Çatak Ozgur Guler AAML 32 9 0 16 Feb 2022
Security Analysis of Capsule Network Inference using Horizontal Collaboration Adewale Adeyemo Faiq Khalid Tolulope A. Odetola S. R. Hasan AAML 27 5 0 22 Sep 2021
Capsule Network is Not More Robust than Convolutional Network Jindong Gu Volker Tresp Han Hu AAML 6 25 0 29 Mar 2021
Effective and Efficient Vote Attack on Capsule Networks Jindong Gu Baoyuan Wu Volker Tresp AAML 17 26 0 19 Feb 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Mohamed Bennai Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 81 100 0 04 Jan 2021
An Evasion Attack against Stacked Capsule Autoencoder Jiazhu Dai Siwei Xiong AAML 32 1 0 14 Oct 2020
Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions Yao Qin Nicholas Frosst S. Sabour Colin Raffel G. Cottrell Geoffrey E. Hinton GAN AAML 19 71 0 05 Jul 2019
Increasing the adversarial robustness and explainability of capsule networks with $γ$ -capsules David Peer Sebastian Stabinger A. Rodríguez-Sánchez AAML GAN MedIm 39 11 0 23 Dec 2018