v1v2v3 (latest)

ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness

29 November 2018

Wieland Brendel

Papers citing "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness"

50 / 1,487 papers shown

Title
RGB-D Individual Segmentation Wenqiang Xu Yanjun Fu Yucheng Luo Chang Liu Cewu Lu 137 0 0 16 Oct 2019
Learning De-biased Representations with Biased RepresentationsInternational Conference on Machine Learning (ICML), 2019 Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 713 309 0 07 Oct 2019
Analyzing and Improving Neural Networks by Generating Semantic Counterexamples through Differentiable Rendering Lakshya Jain Varun Chandrasekaran Uyeong Jang Wilson Wu Andrew Lee Andy Yan Steven Chen S. Jha Sanjit A. Seshia AAML 159 11 0 02 Oct 2019
Predicting with High Correlation Features Devansh Arpit Caiming Xiong R. Socher OODD OOD 161 7 0 01 Oct 2019
Interpretations are useful: penalizing explanations to align neural networks with prior knowledgeInternational Conference on Machine Learning (ICML), 2019 Laura Rieger Chandan Singh W. James Murdoch Bin Yu FAtt 332 237 0 30 Sep 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented DataInternational Conference on Learning Representations (ICLR), 2019 Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 321 604 0 26 Sep 2019
A Closer Look at Domain Shift for Deep Learning in Histopathology Karin Stacke Gabriel Eilertsen Jonas Unger Claes Lundström OOD 163 68 0 25 Sep 2019
Switched linear projections for neural network interpretability Lech Szymanski B. McCane C. Atkinson FAtt MILM LLMSV 89 1 0 25 Sep 2019
An Empirical Study of Content Understanding in Conversational Question AnsweringAAAI Conference on Artificial Intelligence (AAAI), 2019 Ting-Rui Chiang Hao-Tong Ye Yun-Nung Chen ELM 206 8 0 24 Sep 2019
Robust Local Features for Improving the Generalization of Adversarial TrainingInternational Conference on Learning Representations (ICLR), 2019 Chuanbiao Song Kun He Jiadong Lin Liwei Wang John E. Hopcroft OOD AAML 277 76 0 23 Sep 2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization Nader Asadi Amir M. Sarfi M. Hosseinzadeh Zahra Karimpour M. Eftekhari OOD SSL 115 26 0 18 Sep 2019
HAD-GAN: A Human-perception Auxiliary Defense GAN to Defend Adversarial Examples Wanting Yu Hongyi Yu Lingyun Jiang Mengli Zhang Kai Qiao GAN AAML 293 0 0 17 Sep 2019
Finding Generalizable Evidence by Learning to Convince Q&A ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2019 Ethan Perez Siddharth Karamcheti Rob Fergus Jason Weston Douwe Kiela Dong Wang RALM 132 40 0 12 Sep 2019
Intensity augmentation for domain transfer of whole breast segmentation in MRI L. Hesse Grey Kuling M. Veta Anne L. Martel 81 5 0 05 Sep 2019
DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time EstimationInternational Conference on Information and Knowledge Management (CIKM), 2019 Tao-Yang Fu Wang-Chien Lee AI4TS 173 52 0 05 Sep 2019
Towards Robust Learning-Based Pose Estimation of Noncooperative Spacecraft T. Park Sumant Sharma Simone DÁmico 129 87 0 01 Sep 2019
Texture Underfitting for Domain AdaptationInternational Conference on Intelligent Transportation Systems (ITSC), 2019 Jan-Nico Zaech Dengxin Dai Martin Hahner Luc Van Gool SSeg OOD 112 6 0 29 Aug 2019
Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective Guan-Horng Liu Evangelos A. Theodorou AI4CE 258 74 0 28 Aug 2019
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approachInternational Conference on Pattern Recognition (ICPR), 2019 Xi Shen Ilaria Pastrolin Oumayma Bounou Spyros Gidaris Marc Smith Olivier Poncet Mathieu Aubry 80 16 0 27 Aug 2019
End-to-End Boundary Aware Networks for Medical Image Segmentation Ali Hatamizadeh Demetri Terzopoulos Andriy Myronenko 183 5 0 21 Aug 2019
Representation Disentanglement for Multi-task Learning with application to Fetal Ultrasound Qingjie Meng Nick Pawlowski Daniel Rueckert Bernhard Kainz OOD DRL 65 14 0 21 Aug 2019
Adversarial Defense by Suppressing High-frequency Components Zhendong Zhang Cheolkon Jung X. Liang 186 26 0 19 Aug 2019
A Tour of Convolutional Networks Guided by Linear InterpretersIEEE International Conference on Computer Vision (ICCV), 2019 Pablo Navarrete Michelini Hanwen Liu Yunhua Lu Xingqun Jiang HAI FAtt 149 8 0 14 Aug 2019
Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation Fernando Navarro Antonio Terpin Ivan Ezhov Johannes C. Paetzold A. Gafita J. Peeken Stephanie E. Combs Bjoern Menze 144 66 0 14 Aug 2019
Benchmarking the Robustness of Semantic Segmentation ModelsInternational Journal of Computer Vision (IJCV), 2019 Christoph Kamann Carsten Rother VLM UQCV 242 177 0 14 Aug 2019
Detecting semantic anomaliesAAAI Conference on Artificial Intelligence (AAAI), 2019 Faruk Ahmed Aaron Courville 271 89 0 13 Aug 2019
Learning Densities in Feature Space for Reliable Segmentation of Indoor ScenesIEEE Robotics and Automation Letters (RA-L), 2019 Nicolas Marchal Charlotte Moraldo Roland Siegwart Hermann Blum Cesar Cadena Abel Gawel 248 20 0 01 Aug 2019
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation F. Kromp Lukas Fischer E. Bozsaky I. Ambros Wolfgang Doerr S. Taschner-Mandl P. Ambros Allan Hanbury SSeg 52 16 0 30 Jul 2019
Increasing Shape Bias in ImageNet-Trained Networks Using Transfer Learning and Domain-Adversarial Methods Françis Brochu GAN 85 11 0 30 Jul 2019
Artistic Domain Generalisation Methods are Limited by their Deep Representations Padraig Boulton Peter Hall OOD 77 2 0 29 Jul 2019
FSS-1000: A 1000-Class Dataset for Few-Shot SegmentationComputer Vision and Pattern Recognition (CVPR), 2019 Xiang Li Tianhan Wei Yau Pun Chen Yu-Wing Tai Chi-Keung Tang VLM 201 289 0 29 Jul 2019
Robustness properties of Facebook's ResNeXt WSL models Emin Orhan VLM 442 34 0 17 Jul 2019
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming Claudio Michaelis Benjamin Mitzkus Robert Geirhos E. Rusak Oliver Bringmann Alexander S. Ecker Matthias Bethge Wieland Brendel 3DPC 248 508 0 17 Jul 2019
Natural Adversarial ExamplesComputer Vision and Pattern Recognition (CVPR), 2019 Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt Basel Alomair OODD 890 1,729 0 16 Jul 2019
On the "steerability" of generative adversarial networksInternational Conference on Learning Representations (ICLR), 2019 Ali Jahanian Lucy Chai Phillip Isola GAN OOD 317 415 0 16 Jul 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 777 2,515 0 05 Jul 2019
Sim2real transfer learning for 3D human pose estimation: motion to the rescue Carl Doersch Andrew Zisserman 3DH 175 163 0 04 Jul 2019
Learning to Find Correlated Features by Maximizing Information Flow in Convolutional Neural Networks Wei Shen Fei Li Rujie Liu 130 2 0 30 Jun 2019
Mutual exclusivity as a challenge for deep neural networks Kanishk Gandhi Brenden M. Lake 166 14 0 24 Jun 2019
A Fourier Perspective on Model Robustness in Computer VisionNeural Information Processing Systems (NeurIPS), 2019 Dong Yin Raphael Gontijo-Lopes Jonathon Shlens E. D. Cubuk Justin Gilmer OOD 322 564 0 21 Jun 2019
Improving the robustness of ImageNet classifiers using elements of human visual cognitionInternational Conference on Learning Representations (ICLR), 2019 A. Orhan Brenden M. Lake VLM 131 5 0 20 Jun 2019
Suppressing Model Overfitting for Image Super-Resolution Networks Ruicheng Feng Jinjin Gu Yu Qiao Chao Dong SupR 124 43 0 11 Jun 2019
Using learned optimizers to make models robust to input noise Luke Metz Niru Maheswaranathan Jonathon Shlens Jascha Narain Sohl-Dickstein E. D. Cubuk VLM OOD 125 26 0 08 Jun 2019
Two-Stage Peer-Regularized Feature Recombination for Arbitrary Image Style TransferComputer Vision and Pattern Recognition (CVPR), 2019 Jan Svoboda Asha Anoosheh Christian Osendorfer Jonathan Masci GAN 298 88 0 07 Jun 2019
Improving Robustness Without Sacrificing Accuracy with Patch Gaussian Augmentation Raphael Gontijo-Lopes Dong Yin Ben Poole Justin Gilmer E. D. Cubuk AAML 292 217 0 06 Jun 2019
MNIST-C: A Robustness Benchmark for Computer Vision Norman Mu Justin Gilmer 184 233 0 05 Jun 2019
Do Image Classifiers Generalize Across Time?IEEE International Conference on Computer Vision (ICCV), 2019 Vaishaal Shankar Achal Dave Rebecca Roelofs Deva Ramanan Benjamin Recht Ludwig Schmidt 384 85 0 05 Jun 2019
Selective Style Transfer for TextIEEE International Conference on Document Analysis and Recognition (ICDAR), 2019 Raul Gomez Ali Furkan Biten Lluís Gómez J. Gibert Marccal Rusinol Dimosthenis Karatzas 146 17 0 04 Jun 2019
Adversarial Examples for Edge Detection: They Exist, and They TransferIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2019 Christian Cosgrove Alan Yuille AAML GAN 149 13 0 02 Jun 2019
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor DetectionIEEE Access (IEEE Access), 2019 Changhee Han L. Rundo Ryosuke Araki Yudai Nagano Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 175 181 0 31 May 2019