How Does Frequency Bias Affect the Robustness of Neural Image
Classifiers against Common Corruption and Adversarial Perturbations?

How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations?

9 May 2022

Papers citing "How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations?"

10 / 10 papers shown

Title
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 34 0 0 11 Apr 2025
Robust Asymmetric Heterogeneous Federated Learning with Corrupted Clients Xiuwen Fang Mang Ye Bo Du FedML 66 1 0 12 Mar 2025
Towards Combating Frequency Simplicity-biased Learning for Domain Generalization Xilin He Jingyu Hu Qinliang Lin Cheng Luo Weicheng Xie Siyang Song M. H. Khan L. Shen 33 2 0 21 Oct 2024
DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning Shunxin Wang C. Brune Raymond N. J. Veldhuis N. Strisciuglio AAML 27 4 0 12 Aug 2023
HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness M. K. Yucel R. G. Cinbis Pinar Duygulu AAML 28 10 0 21 Jul 2023
Fourier Analysis on Robustness of Graph Convolutional Neural Networks for Skeleton-based Action Recognition Nariki Tanaka Hiroshi Kera K. Kawamoto AAML 23 5 0 29 May 2023
Exploiting Frequency Spectrum of Adversarial Images for General Robustness Chun Yang Tan K. Kawamoto Hiroshi Kera AAML OOD 18 1 0 15 May 2023
A Survey on the Robustness of Computer Vision Models against Common Corruptions Shunxin Wang Raymond N. J. Veldhuis Christoph Brune N. Strisciuglio OOD VLM 21 11 0 10 May 2023
Aliasing is a Driver of Adversarial Attacks Adrian Rodriguez-Munoz Antonio Torralba AAML 15 0 0 22 Dec 2022
Impact of Aliasing on Generalization in Deep Convolutional Networks C. N. Vasconcelos Hugo Larochelle Vincent Dumoulin Rob Romijnders Nicolas Le Roux Ross Goroshin OOD 66 33 0 07 Aug 2021