Limitations of Post-Hoc Feature Alignment for Robustness

10 March 2021

Papers citing "Limitations of Post-Hoc Feature Alignment for Robustness"

29 / 29 papers shown

Title
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 79 479 0 30 Jun 2020
Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift Zachary Nado Shreyas Padhy D. Sculley Alexander DÁmour Balaji Lakshminarayanan Jasper Snoek OOD AI4TS 85 246 0 19 Jun 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 97 1,299 0 05 Dec 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt D. Song OODD 191 1,465 0 16 Jul 2019
Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift Yaniv Ovadia Emily Fertig Jie Jessie Ren Zachary Nado D. Sculley Sebastian Nowozin Joshua V. Dillon Balaji Lakshminarayanan Jasper Snoek UQCV 153 1,688 0 06 Jun 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 142 3,423 0 28 Mar 2019
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation Zhijie Deng Yucen Luo Jun Zhu OOD 63 217 0 24 Mar 2019
Support and Invertibility in Domain-Invariant Representations Fredrik D. Johansson David Sontag Rajesh Ranganath 58 162 0 08 Mar 2019
Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss Subhankar Roy Aliaksandr Siarohin E. Sangineto Samuel Rota Buló N. Sebe Elisa Ricci 113 163 0 07 Mar 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 100 1,709 0 13 Feb 2019
On Learning Invariant Representation for Domain Adaptation Haiying Zhao Rémi Tachet des Combes Kun Zhang Geoffrey J. Gordon OOD 63 157 0 27 Jan 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 96 2,662 0 29 Nov 2018
Co-regularized Alignment for Unsupervised Domain Adaptation Abhishek Kumar P. Sattigeri Kahini Wadhawan Leonid Karlinsky Rogerio Feris William T. Freeman G. Wornell OOD 51 158 0 13 Nov 2018
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net Xingang Pan Ping Luo Jianping Shi Xiaoou Tang OOD 60 762 0 25 Jul 2018
Group Normalization Yuxin Wu Kaiming He 190 3,644 0 22 Mar 2018
Optimal Transport for Multi-source Domain Adaptation under Target Shift I. Redko Nicolas Courty Rémi Flamary D. Tuia OOD 36 141 0 13 Mar 2018
A DIRT-T Approach to Unsupervised Domain Adaptation Rui Shu Hung Bui Hirokazu Narui Stefano Ermon 72 621 0 23 Feb 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 66 2,008 0 10 Feb 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 237 5,812 0 14 Jun 2017
AutoDIAL: Automatic DomaIn Alignment Layers Fabio Maria Carlucci Lorenzo Porzi Barbara Caputo Elisa Ricci Samuel Rota Buló 88 315 0 26 Apr 2017
Demystifying Neural Style Transfer Yanghao Li Naiyan Wang Jiaying Liu Xiaodi Hou 66 521 0 04 Jan 2017
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 140 3,701 0 27 Jul 2016
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 91 3,144 0 06 Jul 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 304 7,971 0 23 May 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 271 729 0 12 May 2016
Return of Frustratingly Easy Domain Adaptation Baochen Sun Jiashi Feng Kate Saenko OOD 79 1,838 0 17 Nov 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 366 9,467 0 28 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 411 43,234 0 11 Feb 2015
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 231 6,012 0 26 Sep 2014