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
Uncertainty Calibration for Ensemble-Based Debiasing Methods Ruibin Xiong Yimeng Chen Liang Pang Xueqi Chen Yanyan Lan 50 21 0 07 Nov 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples Kanghyun Choi Deokki Hong Noseong Park Youngsok Kim Jinho Lee MQ 71 67 0 04 Nov 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 82 71 0 27 Oct 2021
ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers Husheng Han Kaidi Xu Xing Hu Xiaobing Chen Ling Liang Zidong Du Qi Guo Yanzhi Wang Yunji Chen AAML 69 20 0 27 Oct 2021
On the Effects of Artificial Data Modification Antonia Marcu Adam Prugel-Bennett 45 3 0 26 Oct 2021
Repaint: Improving the Generalization of Down-Stream Visual Tasks by Generating Multiple Instances of Training Examples Amin Banitalebi-Dehkordi Yong Zhang 72 7 0 20 Oct 2021
Combining Diverse Feature Priors Saachi Jain Dimitris Tsipras Aleksander Madry 113 14 0 15 Oct 2021
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation Yao Qin Chiyuan Zhang Ting Chen Balaji Lakshminarayanan Alex Beutel Xuezhi Wang ViT 108 47 0 15 Oct 2021
Trivial or impossible -- dichotomous data difficulty masks model differences (on ImageNet and beyond) Kristof Meding Luca M. Schulze Buschoff Robert Geirhos Felix Wichmann 109 43 0 12 Oct 2021
Optimising for Interpretability: Convolutional Dynamic Alignment Networks Moritz D Boehle Mario Fritz Bernt Schiele 29 3 0 27 Sep 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 73 14 0 13 Sep 2021
Learning cortical representations through perturbed and adversarial dreaming Nicolas Deperrois Mihai A. Petrovici Walter Senn Jakob Jordan GAN CLL 91 21 0 09 Sep 2021
Capturing the objects of vision with neural networks B. Peters N. Kriegeskorte OCL 83 61 0 07 Sep 2021
Global-Local Transformer for Brain Age Estimation Sheng He P. E. Grant Yangming Ou ViT MedIm 96 109 0 03 Sep 2021
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures Sanghyuk Chun Song Park 59 6 0 24 Aug 2021
Relational Embedding for Few-Shot Classification Dahyun Kang Heeseung Kwon Juhong Min Minsu Cho 103 187 0 22 Aug 2021
Discriminative Region-based Multi-Label Zero-Shot Learning Sanath Narayan Akshita Gupta Salman Khan Fahad Shahbaz Khan Ling Shao M. Shah VLM 117 48 0 20 Aug 2021
Causal Attention for Unbiased Visual Recognition Tan Wang Chan Zhou Qianru Sun Hanwang Zhang OOD CML 108 114 0 19 Aug 2021
A Sparse Coding Interpretation of Neural Networks and Theoretical Implications Joshua Bowren FAtt 65 1 0 14 Aug 2021
Harnessing value from data science in business: ensuring explainability and fairness of solutions Krzysztof Chomiak Michal Miktus 29 0 0 10 Aug 2021
Deep Joint Learning of Pathological Region Localization and Alzheimer's Disease Diagnosis Changhyun Park Heung-Il Suk 66 4 0 10 Aug 2021
Towards robust vision by multi-task learning on monkey visual cortex Shahd Safarani Arne F. Nix K. Willeke Santiago A. Cadena Kelli Restivo George H. Denfield A. Tolias Fabian H. Sinz OOD 84 54 0 29 Jul 2021
WaveCNet: Wavelet Integrated CNNs to Suppress Aliasing Effect for Noise-Robust Image Classification Qiufu Li Linlin Shen Sheng Guo Zhihui Lai OOD 76 90 0 28 Jul 2021
Learning Debiased Representation via Disentangled Feature Augmentation Jungsoo Lee Eungyeup Kim Juyoung Lee Jihyeon Janel Lee Jaegul Choo CML 92 158 0 03 Jul 2021
Towards Total Recall in Industrial Anomaly Detection Karsten Roth Latha Pemula J. Zepeda Bernhard Schölkopf Thomas Brox Peter V. Gehler UQCV 131 934 0 15 Jun 2021
Partial success in closing the gap between human and machine vision Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Tizian Thieringer Matthias Bethge Felix Wichmann Wieland Brendel VLM AAML 107 230 0 14 Jun 2021
CAT: Cross Attention in Vision Transformer Hezheng Lin Xingyi Cheng Xiangyu Wu Fan Yang Dong Shen Zhongyuan Wang Qing Song Wei Yuan ViT 65 158 0 10 Jun 2021
White Paper Assistance: A Step Forward Beyond the Shortcut Learning Xuan Cheng Tianshu Xie Xiaomin Wang Jiali Deng Minghui Liu Meilin Liu AAML 46 0 0 08 Jun 2021
Can Subnetwork Structure be the Key to Out-of-Distribution Generalization? Dinghuai Zhang Kartik Ahuja Yilun Xu Yisen Wang Aaron Courville OOD 99 96 0 05 Jun 2021
Efficient Classification of Very Large Images with Tiny Objects Fanjie Kong Ricardo Henao 102 35 0 04 Jun 2021
Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients Weiyi Xie Colin Jacobs Jean-Paul Charbonnier Bram van Ginneken MedIm 61 10 0 25 May 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 352 654 0 21 May 2021
Are Convolutional Neural Networks or Transformers more like human vision? Shikhar Tuli Ishita Dasgupta Erin Grant Thomas Griffiths ViT FaML 85 185 0 15 May 2021
RC2020 Report: Learning De-biased Representations with Biased Representations Rwiddhi Chakraborty Shubhayu Das 24 0 0 14 May 2021
This Looks Like That... Does it? Shortcomings of Latent Space Prototype Interpretability in Deep Networks Adrian Hoffmann Claudio Fanconi Rahul Rade Jonas Köhler 71 63 0 05 May 2021
PatchGuard++: Efficient Provable Attack Detection against Adversarial Patches Chong Xiang Prateek Mittal AAML 86 44 0 26 Apr 2021
Unsupervised Learning of Multi-level Structures for Anomaly Detection Songmin Dai Jide Li Lu Wang Congcong Zhu Yifan Wu Xiaoqiang Li 38 0 0 25 Apr 2021
Patch Shortcuts: Interpretable Proxy Models Efficiently Find Black-Box Vulnerabilities Julia Rosenzweig Joachim Sicking Sebastian Houben Michael Mock Maram Akila AAML 99 3 0 22 Apr 2021
Does enhanced shape bias improve neural network robustness to common corruptions? Chaithanya Kumar Mummadi Ranjitha Subramaniam Robin Hutmacher Julien Vitay Volker Fischer J. H. Metzen 107 40 0 20 Apr 2021
The Intrinsic Dimension of Images and Its Impact on Learning Phillip E. Pope Chen Zhu Ahmed Abdelkader Micah Goldblum Tom Goldstein 262 273 0 18 Apr 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 94 78 0 07 Apr 2021
When Pigs Fly: Contextual Reasoning in Synthetic and Natural Scenes Philipp Bomatter Mengmi Zhang D. Karev Spandan Madan Claire Tseng Gabriel Kreiman 63 24 0 06 Apr 2021
NetAdaptV2: Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization Tien-Ju Yang Yi-Lun Liao Vivienne Sze 118 27 0 31 Mar 2021
Towards Generalizable and Robust Face Manipulation Detection via Bag-of-local-feature Changtao Miao Qi Chu Weihai Li Tao Gong Wanyi Zhuang Nenghai Yu AAML CVBM ViT 55 18 0 14 Mar 2021
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network Tianshu Xie Xuan Cheng Minghui Liu Jiali Deng Xiaomin Wang Ming Liu 58 30 0 09 Mar 2021
DeepReDuce: ReLU Reduction for Fast Private Inference N. Jha Zahra Ghodsi S. Garg Brandon Reagen 101 91 0 02 Mar 2021
Exposing Semantic Segmentation Failures via Maximum Discrepancy Competition Jiebin Yan Yu Zhong Yuming Fang Zhangyang Wang Kede Ma UQCV 79 18 0 27 Feb 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 407 1,597 0 27 Feb 2021
Explainers in the Wild: Making Surrogate Explainers Robust to Distortions through Perception Alexander Hepburn Raúl Santos-Rodríguez FAtt 58 4 0 22 Feb 2021
Hard-Attention for Scalable Image Classification Athanasios Papadopoulos Pawel Korus N. Memon 121 25 0 20 Feb 2021