Approximating CNNs with Bag-of-local-Features models works surprisingly well on ImageNet

20 March 2019

Wieland Brendel

Papers citing "Approximating CNNs with Bag-of-local-Features models works surprisingly well on ImageNet"

50 / 312 papers shown

Title
PanNuke Dataset Extension, Insights and Baselines Jevgenij Gamper Navid Alemi Koohbanani Ksenija Benes S. Graham Mostafa Jahanifar S. Khurram A. Azam K. Hewitt Nasir M. Rajpoot 265 180 0 24 Mar 2020
Overinterpretation reveals image classification model pathologies Brandon Carter Siddhartha Jain Jonas W. Mueller David K Gifford FAtt 151 52 0 19 Mar 2020
FragNet: Writer Identification using Deep Fragment Networks Sheng He Lambert Schomaker 108 73 0 16 Mar 2020
On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial Location O. Kayhan Jan van Gemert 341 237 0 16 Mar 2020
xCos: An Explainable Cosine Metric for Face Verification Task Yu-sheng Lin Zhe-Yu Liu Yu-An Chen Yu-Siang Wang Ya-Liang Chang Winston H. Hsu CVBM 63 46 0 11 Mar 2020
On the Texture Bias for Few-Shot CNN Segmentation Reza Azad A. Fayjie C. Kauffmann Ismail Ben Ayed M. Pedersoli Jose Dolz SSeg 81 70 0 09 Mar 2020
Learning When and Where to Zoom with Deep Reinforcement Learning Burak Uzkent Stefano Ermon 94 69 0 01 Mar 2020
Exploring and Distilling Cross-Modal Information for Image Captioning Fenglin Liu Xuancheng Ren Yuanxin Liu Kai Lei Xu Sun ViT 82 52 0 28 Feb 2020
Learning Representations by Predicting Bags of Visual Words Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 116 118 0 27 Feb 2020
Searching for Winograd-aware Quantized Networks Javier Fernandez-Marques P. Whatmough Andrew Mundy Matthew Mattina MQ 76 40 0 25 Feb 2020
Utilizing a null class to restrict decision spaces and defend against neural network adversarial attacks Matthew J. Roos AAML 16 2 0 24 Feb 2020
Conceptual Game Expansion Matthew J. Guzdial Mark O. Riedl 69 13 0 22 Feb 2020
Recurrent Attention Model with Log-Polar Mapping is Robust against Adversarial Attacks Taro Kiritani Koji Ono AAML 36 3 0 13 Feb 2020
Adversarial Data Encryption Yingdong Hu Liang Zhang W. Shan Xiaoxiao Qin Jinghuai Qi Zhenzhou Wu Yang Yuan FedML MedIm 34 0 0 10 Feb 2020
Analyzing the Dependency of ConvNets on Spatial Information Yue Fan Yongqin Xian M. Losch Bernt Schiele 18 4 0 05 Feb 2020
Localizing Interpretable Multi-scale informative Patches Derived from Media Classification Task Chuanguang Yang Zhulin An Xiaolong Hu Hui Zhu Yongjun Xu 19 0 0 31 Jan 2020
Image Enhanced Rotation Prediction for Self-Supervised Learning Shin'ya Yamaguchi Sekitoshi Kanai Tetsuya Shioda Shoichiro Takeda 49 12 0 25 Dec 2019
SketchTransfer: A Challenging New Task for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks Alex Lamb Sherjil Ozair Vikas Verma David R Ha AAML 137 4 0 25 Dec 2019
Locality and compositionality in zero-shot learning Tristan Sylvain Linda Petrini R. Devon Hjelm 74 56 0 20 Dec 2019
Bipartite Conditional Random Fields for Panoptic Segmentation Sadeep Jayasumana Kanchana Ranasinghe Mayuka Jayawardhana S. Liyanaarachchi Harsha Ranasinghe ISeg 26 6 0 11 Dec 2019
Exploring Unlabeled Faces for Novel Attribute Discovery Hyojin Bahng Sunghyo Chung Seungjoo Yoo Jaegul Choo CVBM 107 12 0 06 Dec 2019
Universal Adversarial Robustness of Texture and Shape-Biased Models Kenneth T. Co Luis Muñoz-González Leslie Kanthan Ben Glocker Emil C. Lupu 59 16 0 23 Nov 2019
The Origins and Prevalence of Texture Bias in Convolutional Neural Networks Katherine L. Hermann Ting Chen Simon Kornblith CVBM 78 21 0 20 Nov 2019
Putting visual object recognition in context Mengmi Zhang Claire Tseng Gabriel Kreiman 94 53 0 17 Nov 2019
Trainable Spectrally Initializable Matrix Transformations in Convolutional Neural Networks Michele Alberti A. Botros Narayan Schütz Rolf Ingold Marcus Liwicki Mathias Seuret MedIm 26 2 0 12 Nov 2019
Learning From Brains How to Regularize Machines Zhe Li Wieland Brendel Edgar Y. Walker Erick Cobos Taliah Muhammad Jacob Reimer Matthias Bethge Fabian H. Sinz Xaq Pitkow A. Tolias OOD AAML 69 63 0 11 Nov 2019
Increasing Robustness to Spurious Correlations using Forgettable Examples Yadollah Yaghoobzadeh Soroush Mehri Remi Tachet Timothy J. Hazen Alessandro Sordoni OOD 63 18 0 10 Nov 2019
4-Connected Shift Residual Networks Andrew Brown Pascal Mettes Marcel Worring 3DPC 55 9 0 22 Oct 2019
Texture Bias Of CNNs Limits Few-Shot Classification Performance Sam Ringer Will Williams T. Ash R. Francis D. Macleod SSL 51 12 0 18 Oct 2019
KerCNNs: biologically inspired lateral connections for classification of corrupted images Noemi Montobbio L. Bonnasse-Gahot G. Citti A. Sarti 76 10 0 18 Oct 2019
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 410 283 0 07 Oct 2019
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs Souvik Kundu Saurav Prakash H. Akrami Peter A. Beerel K. Chugg 92 12 0 02 Oct 2019
An Empirical Study of Content Understanding in Conversational Question Answering Ting-Rui Chiang Hao-Tong Ye Yun-Nung Chen ELM 67 8 0 24 Sep 2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization Nader Asadi Amir M. Sarfi M. Hosseinzadeh Zahra Karimpour M. Eftekhari OOD SSL 65 25 0 18 Sep 2019
Receptive-field-regularized CNN variants for acoustic scene classification Khaled Koutini Hamid Eghbalzadeh Gerhard Widmer 119 30 0 05 Sep 2019
Texture Underfitting for Domain Adaptation Jan-Nico Zaech Dengxin Dai Martin Hahner Luc Van Gool SSeg OOD 51 6 0 29 Aug 2019
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach Xi Shen Ilaria Pastrolin Oumayma Bounou Spyros Gidaris Marc Smith Olivier Poncet Mathieu Aubry 31 16 0 27 Aug 2019
Multiple instance dense connected convolution neural network for aerial image scene classification Qi Bi K. Qin Zhili Li Han Zhang Kai Xu 99 114 0 22 Aug 2019
Saccader: Improving Accuracy of Hard Attention Models for Vision Gamaleldin F. Elsayed Simon Kornblith Quoc V. Le VLM 94 73 0 20 Aug 2019
Investigating Convolutional Neural Networks using Spatial Orderness Rohan Ghosh A. Gupta Mehul Motani 34 4 0 18 Aug 2019
Needles in Haystacks: On Classifying Tiny Objects in Large Images Nick Pawlowski Suvrat Bhooshan Nicolas Ballas F. Ciompi Ben Glocker M. Drozdzal 86 23 0 16 Aug 2019
Increasing Shape Bias in ImageNet-Trained Networks Using Transfer Learning and Domain-Adversarial Methods Françis Brochu GAN 41 11 0 30 Jul 2019
Is Texture Predictive for Age and Sex in Brain MRI? Nick Pawlowski Ben Glocker 3DH MedIm 47 9 0 25 Jul 2019
Predicting Visual Memory Schemas with Variational Autoencoders C. Kyle-Davidson A. Bors K. Evans DRL 57 7 0 19 Jul 2019
A Graph Neural Network Approach for Scalable Wireless Power Control Yifei Shen Yuanming Shi Jun Zhang Khaled B. Letaief GNN 62 79 0 19 Jul 2019
Robustness properties of Facebook's ResNeXt WSL models Emin Orhan VLM 100 31 0 17 Jul 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt Basel Alomair OODD 307 1,487 0 16 Jul 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 278 2,251 0 05 Jul 2019
Mutual exclusivity as a challenge for deep neural networks Kanishk Gandhi Brenden M. Lake 91 14 0 24 Jun 2019
Improving the robustness of ImageNet classifiers using elements of human visual cognition A. Orhan Brenden M. Lake VLM 60 5 0 20 Jun 2019