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
A Scalable, Interpretable, Verifiable & Differentiable Logic Gate Convolutional Neural Network Architecture From Truth Tables Adrien Benamira Tristan Guérand Thomas Peyrin Trevor Yap Bryan Hooi 78 2 0 18 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 102 4 0 17 Aug 2022
Abutting Grating Illusion: Cognitive Challenge to Neural Network Models Jinyu Fan Yi Zeng AAML 61 1 0 08 Aug 2022
Overlooked factors in concept-based explanations: Dataset choice, concept learnability, and human capability V. V. Ramaswamy Sunnie S. Y. Kim Ruth C. Fong Olga Russakovsky FAtt 70 29 0 20 Jul 2022
Contributions of Shape, Texture, and Color in Visual Recognition Yunhao Ge Yao Xiao Zhi-Qin John Xu Xingyu Wang Laurent Itti 3DH 62 27 0 19 Jul 2022
Exploring Adversarial Examples and Adversarial Robustness of Convolutional Neural Networks by Mutual Information Jiebao Zhang Wenhua Qian Ren-qi Nie Jinde Cao Dan Xu GAN AAML 72 0 0 12 Jul 2022
Learning Debiased Classifier with Biased Committee Nayeong Kim Sehyun Hwang SungSoo Ahn Jaesik Park Suha Kwak CML 122 57 0 22 Jun 2022
Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning Yubei Chen Adrien Bardes Zengyi Li Yann LeCun SSL AIFin 128 7 0 17 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip Torr Amartya Sanyal OOD 109 28 0 17 Jun 2022
Adversarial Patch Attacks and Defences in Vision-Based Tasks: A Survey Abhijith Sharma Yijun Bian Phil Munz Apurva Narayan VLM AAML 82 20 0 16 Jun 2022
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness Shruthi Gowda Bahram Zonooz Elahe Arani 70 5 0 12 Jun 2022
Learning with Capsules: A Survey Fabio De Sousa Ribeiro Kevin Duarte Miles Everett Georgios Leontidis M. Shah 3DPC MedIm 113 20 0 06 Jun 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 135 432 0 06 Jun 2022
Mitigating Dataset Bias by Using Per-sample Gradient Sumyeong Ahn Seongyoon Kim Se-Young Yun 105 22 0 31 May 2022
Revisiting the Importance of Amplifying Bias for Debiasing Jungsoo Lee Jeonghoon Park Daeyoung Kim Juyoung Lee Edward Choi Jaegul Choo 118 23 0 29 May 2022
TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series Anh-Duy Pham Anastassia Kuestenmacher P. Ploeger AI4TS 109 5 0 25 May 2022
Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation Ji-Hoon Bae Sungho Moon Sunghoon Im MDE 97 92 0 23 May 2022
CNNs Avoid Curse of Dimensionality by Learning on Patches Vamshi C. Madala S. Chandrasekaran Jason Bunk UQCV 92 6 0 22 May 2022
B-cos Networks: Alignment is All We Need for Interpretability Moritz D Boehle Mario Fritz Bernt Schiele 112 87 0 20 May 2022
Sparse Visual Counterfactual Explanations in Image Space Valentyn Boreiko Maximilian Augustin Francesco Croce Philipp Berens Matthias Hein BDL CML 135 28 0 16 May 2022
All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene Classification Qi Bi Beichen Zhou K. Qin Qinghao Ye Guisong Xia 89 40 0 06 May 2022
Cross-modal Representation Learning for Zero-shot Action Recognition Chung-Ching Lin Kevin Qinghong Lin Linjie Li Lijuan Wang Zicheng Liu ViT 62 29 0 03 May 2022
Tailored Uncertainty Estimation for Deep Learning Systems Joachim Sicking Maram Akila Jan David Schneider Fabian Hüger Peter Schlicht Tim Wirtz Stefan Wrobel UQCV 74 2 0 29 Apr 2022
Do Users Benefit From Interpretable Vision? A User Study, Baseline, And Dataset Leon Sixt M. Schuessler Oana-Iuliana Popescu Philipp Weiß Tim Landgraf FAtt 67 15 0 25 Apr 2022
Surpassing the Human Accuracy: Detecting Gallbladder Cancer from USG Images with Curriculum Learning Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora 69 32 0 25 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 121 339 0 06 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li Wen Liu ViT 108 94 0 03 Apr 2022
Cycle-Consistent Counterfactuals by Latent Transformations Saeed Khorram Li Fuxin BDL 65 32 0 28 Mar 2022
VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning Wenjia Xu Yongqin Xian Jiuniu Wang Bernt Schiele Zeynep Akata VLM 97 42 0 20 Mar 2022
Location-Free Camouflage Generation Network Yangyang Li Wei Zhai Yang Cao Zhengjun Zha 37 6 0 18 Mar 2022
Towards Practical Certifiable Patch Defense with Vision Transformer Zhaoyu Chen Yue Liu Jianghe Xu Shuang Wu Shouhong Ding Wenqiang Zhang AAML ViT 95 66 0 16 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 153 554 0 13 Mar 2022
3SD: Self-Supervised Saliency Detection With No Labels R. Yasarla Renliang Weng Wongun Choi Vishal M. Patel Amir Sadeghian 68 5 0 09 Mar 2022
Joint rotational invariance and adversarial training of a dual-stream Transformer yields state of the art Brain-Score for Area V4 William Berrios Arturo Deza MedIm ViT 84 13 0 08 Mar 2022
A Developmentally-Inspired Examination of Shape versus Texture Bias in Machines Alexa R. Tartaglini Wai Keen Vong Brenden M. Lake 64 14 0 16 Feb 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 117 28 0 28 Jan 2022
A Cognitive Explainer for Fetal ultrasound images classifier Based on Medical Concepts Ying-Shuai Wanga Yunxia Liua Licong Dongc Xuzhou Wua Huabin Zhangb Qiongyu Yed Desheng Sunc Xiaobo Zhoue Kehong Yuan 68 0 0 19 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 93 20 0 04 Jan 2022
Toward Explainable AI for Regression Models S. Letzgus Patrick Wagner Jonas Lederer Wojciech Samek Klaus-Robert Muller G. Montavon XAI 97 67 0 21 Dec 2021
HIVE: Evaluating the Human Interpretability of Visual Explanations Sunnie S. Y. Kim Nicole Meister V. V. Ramaswamy Ruth C. Fong Olga Russakovsky 161 119 0 06 Dec 2021
Interpretable Image Classification with Differentiable Prototypes Assignment Dawid Rymarczyk Lukasz Struski Michal Górszczak K. Lewandowska Jacek Tabor Bartosz Zieliñski 85 102 0 06 Dec 2021
Revisiting Neuron Coverage for DNN Testing: A Layer-Wise and Distribution-Aware Criterion Yuanyuan Yuan Qi Pang Shuai Wang 82 24 0 03 Dec 2021
Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation Yeonsung Jung Hajin Shim J. Yang Eunho Yang 87 8 0 02 Dec 2021
Temporally Resolution Decrement: Utilizing the Shape Consistency for Higher Computational Efficiency Tianshu Xie Xuan Cheng Minghui Liu Jiali Deng Xiaomin Wang Meilin Liu SupR 42 1 0 02 Dec 2021
Semi-Supervised Music Tagging Transformer Minz Won Keunwoo Choi Xavier Serra ViT MedIm 404 48 0 26 Nov 2021
Pruning Self-attentions into Convolutional Layers in Single Path Haoyu He Jianfei Cai Jing Liu Zizheng Pan Jing Zhang Dacheng Tao Bohan Zhuang ViT 95 40 0 23 Nov 2021
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems Bao Gia Doan Minhui Xue Shiqing Ma Ehsan Abbasnejad Damith C. Ranasinghe AAML 106 57 0 19 Nov 2021
ShapeY: Measuring Shape Recognition Capacity Using Nearest Neighbor Matching Jong Woo Nam A. Rios Bartlett W. Mel 60 0 0 16 Nov 2021
An Approach for Combining Multimodal Fusion and Neural Architecture Search Applied to Knowledge Tracing Xinyi Ding Tao Han Yili Fang Eric C. Larson 64 6 0 08 Nov 2021
Natural Adversarial Objects Felix Lau Nishant Subramani Sasha Harrison Aerin Kim E. Branson Rosanne Liu 100 7 0 07 Nov 2021