A simple way to make neural networks robust against diverse image
corruptions

A simple way to make neural networks robust against diverse image corruptions

16 January 2020

Roland S. Zimmermann

Julian Bitterwolf

Oliver Bringmann

Matthias Bethge

Wieland Brendel

Papers citing "A simple way to make neural networks robust against diverse image corruptions"

10 / 10 papers shown

Title
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations Madeline Chantry Schiappa Shruti Vyas Hamid Palangi Y. S. Rawat Vibhav Vineet VLM 120 17 0 05 Jul 2022
Large-scale Robustness Analysis of Video Action Recognition Models Madeline Chantry Schiappa Naman Biyani Prudvi Kamtam Shruti Vyas Hamid Palangi Vibhav Vineet Y. S. Rawat AAML 24 24 0 04 Jul 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 24 0 0 22 Mar 2022
3D Common Corruptions and Data Augmentation Oğuzhan Fatih Kar Teresa Yeo Andrei Atanov Amir Zamir 3DPC 35 107 0 02 Mar 2022
Wiggling Weights to Improve the Robustness of Classifiers Sadaf Gulshad Ivan Sosnovik A. Smeulders OOD 26 0 0 18 Nov 2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation Chaithanya Kumar Mummadi Robin Hutmacher K. Rambach Evgeny Levinkov Thomas Brox J. H. Metzen TTA OOD 27 69 0 28 Jun 2021
Dataset artefacts in anti-spoofing systems: a case study on the ASVspoof 2017 benchmark Bhusan Chettri Emmanouil Benetos Bob L. T. Sturm 21 27 0 15 Oct 2020
Fast Differentiable Clipping-Aware Normalization and Rescaling Jonas Rauber Matthias Bethge 15 15 0 15 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 31 457 0 30 Jun 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 57 1,664 0 29 Jun 2020