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Measuring Robustness to Natural Distribution Shifts in Image Classification

1 July 2020

Benjamin Recht

Papers citing "Measuring Robustness to Natural Distribution Shifts in Image Classification"

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Title
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 104 30 0 15 Mar 2022
Conditional Prompt Learning for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VLM CLIP VPVLM 163 1,367 0 10 Mar 2022
Do better ImageNet classifiers assess perceptual similarity better? Manoj Kumar N. Houlsby Nal Kalchbrenner E. D. Cubuk 113 34 0 09 Mar 2022
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches Maura Pintor Daniele Angioni Angelo Sotgiu Christian Scano Ambra Demontis Battista Biggio Fabio Roli AAML 132 54 0 07 Mar 2022
3D Common Corruptions and Data Augmentation Oğuzhan Fatih Kar Teresa Yeo Andrei Atanov Amir Zamir 3DPC 132 114 0 02 Mar 2022
Improving generalization with synthetic training data for deep learning based quality inspection Antoine Cordier Pierre Gutierrez Victoire Plessis 105 3 0 25 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 177 690 0 21 Feb 2022
Deep Ensembles Work, But Are They Necessary? Taiga Abe E. Kelly Buchanan Geoff Pleiss R. Zemel John P. Cunningham OOD UQCV 149 65 0 14 Feb 2022
Predicting Out-of-Distribution Error with the Projection Norm Yaodong Yu Zitong Yang Alexander Wei Yi-An Ma Jacob Steinhardt OODD 84 44 0 11 Feb 2022
NoisyMix: Boosting Model Robustness to Common Corruptions N. Benjamin Erichson Soon Hoe Lim Winnie Xu Francisco Utrera Ziang Cao Michael W. Mahoney 138 18 0 02 Feb 2022
Certifying Model Accuracy under Distribution Shifts Aounon Kumar Alexander Levine Tom Goldstein Soheil Feizi OOD 108 7 0 28 Jan 2022
An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters Paul Gavrikov J. Keuper 33 1 0 20 Jan 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 72 153 0 15 Jan 2022
Towards Transferable Unrestricted Adversarial Examples with Minimum Changes Fangcheng Liu Chaoning Zhang Hongyang R. Zhang AAML 88 21 0 04 Jan 2022
Optimal Representations for Covariate Shift Yangjun Ruan Yann Dubois Chris J. Maddison OOD 129 69 0 31 Dec 2021
PRIME: A few primitives can boost robustness to common corruptions Apostolos Modas Rahul Rade Guillermo Ortiz-Jiménez Seyed-Mohsen Moosavi-Dezfooli P. Frossard AAML 93 44 0 27 Dec 2021
Provable Adversarial Robustness in the Quantum Model Khashayar Barooti Grzegorz Gluch R. Urbanke AAML OOD 52 1 0 17 Dec 2021
Do You See What I See? Capabilities and Limits of Automated Multimedia Content Analysis Carey Shenkman Dhanaraj Thakur Emma Llansó 46 8 0 15 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 305 139 0 15 Dec 2021
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 76 102 0 09 Dec 2021
A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap? Nathan G. Drenkow Numair Sani I. Shpitser Mathias Unberath 60 79 0 01 Dec 2021
Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models Guilherme Pombo Robert J. Gray M. Jorge Cardoso Sebastien Ourselin G. Rees John Ashburner P. Nachev 100 29 0 29 Nov 2021
Do Invariances in Deep Neural Networks Align with Human Perception? Vedant Nanda Ayan Majumdar Camila Kolling John P. Dickerson Krishna P. Gummadi Bradley C. Love Adrian Weller AAML 38 5 0 29 Nov 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 106 14 0 26 Nov 2021
Combined Scaling for Zero-shot Transfer Learning Hieu H. Pham Zihang Dai Golnaz Ghiasi Kenji Kawaguchi Hanxiao Liu ... Yi-Ting Chen Minh-Thang Luong Yonghui Wu Mingxing Tan Quoc V. Le VLM 145 202 0 19 Nov 2021
Understanding and Testing Generalization of Deep Networks on Out-of-Distribution Data Rui Hu Jitao Sang Jinqiang Wang Rui Hu Chaoquan Jiang CML OOD 75 7 0 17 Nov 2021
Benchmarks for Corruption Invariant Person Re-identification Minghui Chen Zhiqiang Wang Feng Zheng 85 26 0 01 Nov 2021
Adversarial Robustness with Semi-Infinite Constrained Learning Alexander Robey Luiz F. O. Chamon George J. Pappas Hamed Hassani Alejandro Ribeiro AAML OOD 187 46 0 29 Oct 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 87 71 0 27 Oct 2021
AugMax: Adversarial Composition of Random Augmentations for Robust Training Haotao Wang Chaowei Xiao Jean Kossaifi Zhiding Yu Anima Anandkumar Zhangyang Wang 145 113 0 26 Oct 2021
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 329 216 0 21 Oct 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp Günter Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 318 104 0 21 Oct 2021
Exploring Novel Pooling Strategies for Edge Preserved Feature Maps in Convolutional Neural Networks Adithya Sineesh Mahesh Raveendranatha Panicker 36 2 0 17 Oct 2021
Reappraising Domain Generalization in Neural Networks S. Sivaprasad Akshay Goindani Vaibhav Garg Ritam Basu Saiteja Kosgi Vineet Gandhi OOD AI4CE 103 6 0 15 Oct 2021
Out-of-Distribution Robustness in Deep Learning Compression Eric Lei Hamed Hassani Shirin Saeedi Bidokhti OOD OODD 58 5 0 13 Oct 2021
Benchmarking the Robustness of Spatial-Temporal Models Against Corruptions Chenyu Yi Siyuan Yang Haoliang Li Yap-Peng Tan Alex C. Kot 97 33 0 13 Oct 2021
Robustness Evaluation of Transformer-based Form Field Extractors via Form Attacks Le Xue M. Gao Zeyuan Chen Caiming Xiong Ran Xu 63 3 0 08 Oct 2021
Exploring the Limits of Large Scale Pre-training Samira Abnar Mostafa Dehghani Behnam Neyshabur Hanie Sedghi AI4CE 118 119 0 05 Oct 2021
Anti-aliasing Deep Image Classifiers using Novel Depth Adaptive Blurring and Activation Function Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 85 13 0 03 Oct 2021
FathomNet: A global image database for enabling artificial intelligence in the ocean K. Katija E. Orenstein B. Schlining L. Lundsten K. Barnard ... O. Boulais M. Cromwell Erin R Butler Benjamin Woodward K. L. Bell 102 74 0 29 Sep 2021
Training on Test Data with Bayesian Adaptation for Covariate Shift Aurick Zhou Sergey Levine OOD TTA 112 13 0 27 Sep 2021
Robust Generalization of Quadratic Neural Networks via Function Identification Kan Xu Hamsa Bastani Osbert Bastani OOD 67 8 0 22 Sep 2021
RobustART: Benchmarking Robustness on Architecture Design and Training Techniques Shiyu Tang Ruihao Gong Yan Wang Aishan Liu Jiakai Wang ... Xianglong Liu Basel Alomair Alan Yuille Philip Torr Dacheng Tao VLM AAML 118 108 0 11 Sep 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 266 742 0 04 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 575 2,450 0 02 Sep 2021
SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts Masanari Kimura Takuma Nakamura Yuki Saito OOD 98 3 0 30 Aug 2021
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations Stephen Pfohl Haoran Zhang Yizhe Xu Agata Foryciarz Marzyeh Ghassemi N. Shah OOD 84 24 0 27 Aug 2021
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures Sanghyuk Chun Song Park 62 6 0 24 Aug 2021
Sequential Multivariate Change Detection with Calibrated and Memoryless False Detection Rates Oliver Cobb A. V. Looveren Janis Klaise 80 6 0 02 Aug 2021
SimROD: A Simple Adaptation Method for Robust Object Detection Rindranirina Ramamonjison Amin Banitalebi-Dehkordi Xinyu Kang Xiaolong Bai Yong Zhang ObjD TTA 83 54 0 28 Jul 2021