Hold me tight! Influence of discriminative features on deep network
boundaries

Hold me tight! Influence of discriminative features on deep network boundaries

15 February 2020

Guillermo Ortiz-Jiménez

Apostolos Modas

Seyed-Mohsen Moosavi-Dezfooli

Papers citing "Hold me tight! Influence of discriminative features on deep network boundaries"

18 / 18 papers shown

Title
Revealing the Dark Secrets of Extremely Large Kernel ConvNets on Robustness Honghao Chen Yurong Zhang Xiaokun Feng Xiangxiang Chu Kaiqi Huang AAML 51 6 0 12 Jul 2024
SkelEx and BoundEx: Natural Visualization of ReLU Neural Networks Pawel Pukowski Haiping Lu 42 0 0 09 May 2023
It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness Peiyu Xiong Michael W. Tegegn Jaskeerat Singh Sarin Shubhraneel Pal Julia Rubin SILM AAML 49 9 0 17 Mar 2023
Fourier Sensitivity and Regularization of Computer Vision Models K. Krishnamachari See-Kiong Ng Chuan-Sheng Foo OOD 44 2 0 31 Jan 2023
The Vanishing Decision Boundary Complexity and the Strong First Component Hengshuai Yao UQCV 41 0 0 25 Nov 2022
Models Out of Line: A Fourier Lens on Distribution Shift Robustness Sara Fridovich-Keil Brian Bartoldson James Diffenderfer B. Kailkhura P. Bremer OOD 66 0 0 08 Jul 2022
How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations? Alvin Chan Yew-Soon Ong Clement Tan AAML 29 13 0 09 May 2022
LPF-Defense: 3D Adversarial Defense based on Frequency Analysis Hanieh Naderi Kimia Noorbakhsh Arian Etemadi S. Kasaei AAML 28 12 0 23 Feb 2022
Spectral Bias in Practice: The Role of Function Frequency in Generalization Sara Fridovich-Keil Raphael Gontijo-Lopes Rebecca Roelofs 51 28 0 06 Oct 2021
Are socially-aware trajectory prediction models really socially-aware? Saeed Saadatnejad Mohammadhossein Bahari Pedram J. Khorsandi Mohammad Saneian Seyed-Mohsen Moosavi-Dezfooli Alexandre Alahi AAML 84 42 0 24 Aug 2021
Reveal of Vision Transformers Robustness against Adversarial Attacks Ahmed Aldahdooh W. Hamidouche Olivier Déforges ViT 17 57 0 07 Jun 2021
When Deep Classifiers Agree: Analyzing Correlations between Learning Order and Image Statistics Iuliia Pliushch Martin Mundt Nicolas Lupp Visvanathan Ramesh 23 12 0 19 May 2021
Vision Transformers are Robust Learners Sayak Paul Pin-Yu Chen ViT 28 310 0 17 May 2021
On the benefits of robust models in modulation recognition Javier Maroto Gérôme Bovet P. Frossard AAML 34 4 0 27 Mar 2021
On the effectiveness of adversarial training against common corruptions Klim Kireev Maksym Andriushchenko Nicolas Flammarion AAML 24 103 0 03 Mar 2021
Local Competition and Stochasticity for Adversarial Robustness in Deep Learning Konstantinos P. Panousis S. Chatzis Antonios Alexos Sergios Theodoridis BDL AAML OOD 78 19 0 04 Jan 2021
Optimism in the Face of Adversity: Understanding and Improving Deep Learning through Adversarial Robustness Guillermo Ortiz-Jiménez Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard AAML 44 48 0 19 Oct 2020
Neural Anisotropy Directions Guillermo Ortiz-Jiménez Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard 40 16 0 17 Jun 2020