DeepFool swMATH ID: 20937 Software Authors: Moosavi-Dezfooli, Seyed-Mohsen; Fawzi, Alhussein; Frossard, Pascal Description: DeepFool: a simple and accurate method to fool deep neural networks. State-of-the-art deep neural networks have achieved impressive results on many image classification tasks. However, these same architectures have been shown to be unstable to small, well sought, perturbations of the images. Despite the importance of this phenomenon, no effective methods have been proposed to accurately compute the robustness of state-of-the-art deep classifiers to such perturbations on large-scale datasets. In this paper, we fill this gap and propose the DeepFool algorithm to efficiently compute perturbations that fool deep networks, and thus reliably quantify the robustness of these classifiers. Extensive experimental results show that our approach outperforms recent methods in the task of computing adversarial perturbations and making classifiers more robust. DeepFool: a simple and accurate method to fool deep neural networks. Homepage: https://arxiv.org/abs/1511.04599v3 Source Code: https://github.com/lts4/deepfool Related Software: CIFAR; ImageNet; AlexNet; GitHub; Reluplex; Adam; MNIST; DeepXplore; cleverhans; PyTorch; Marabou; AI2; TensorFlow; Foolbox; BERT; Fashion-MNIST; Grad-CAM; BadNets; GPT-3; NATTACK Cited in: 51 Documents all top 5 Cited by 187 Authors 2 Bai, Yatong 2 Huang, Xiaowei 2 Johnson, Taylor T. 2 Musau, Patrick 2 Ruan, Wenjie 2 Sojoudi, Somayeh 2 Xiang, Weiming 2 Yang, Xiaodong 1 Abebe, Seyum Assefa 1 Adcock, Ben 1 Amir, Guy 1 Anderson, Brendon G. 1 Anirudh, Rushil 1 Azizmalayeri, Mohammad 1 Bachoc, François 1 Bak, Stanley 1 Balu, Aditya 1 Ben Shalom, Gil 1 Ben-Yair, Ido 1 Benning, Martin 1 Bona-Pellissier, Joachim 1 Bremer, Peer-Timo 1 Burileanu, Corneliu 1 Buzhinsky, Igor 1 Calzavara, Stefano 1 Celledoni, Elena 1 Chavoshinejad, Jovan 1 Chen, Guangke 1 Chen, Jinyin 1 Chen, Liqian 1 Chen, Ruoxi 1 Chen, Taolue 1 Cheng, Minhao 1 Chu, Pengzhi 1 Croce, Francesco 1 Cui, Chen 1 Cui, Chunfeng 1 Daulbaev, Talgat 1 Deshmukh, Jyotirmoy V. 1 Dexter, Nick C. 1 Donzé, Alexandre 1 Dreossi, Tommaso 1 Du, Dehui 1 Ebrahimi, Keivan 1 Ehrhardt, Matthias Joachim 1 Elia, Nicola 1 Eliasof, Moshe 1 Esfandiari, Yasaman 1 Fawzi, Alhussein 1 Fawzi, Omar 1 Frossard, Pascal 1 Gao, Chongzhi 1 Gautam, Tanmay 1 Ge, Wancheng 1 Gottschalk, Hanno 1 Grabinski, Julia 1 Guo, Ying 1 Gusak, Julia 1 Hein, Matthias 1 Ho-Nguyen, Nam 1 Hoang-Dung Tran 1 Hsieh, Cho-Jui 1 Huang, Chengchao 1 Huang, Chenyi 1 Huang, Jian 1 Huang, Zhen 1 Jansson, Ylva 1 Ji, Shouling 1 Jiang, Linzhi 1 Jiang, Wenrong 1 Jiao, Yuling 1 Kailkhura, Bhavya 1 Katz, Guy 1 Kesidis, George 1 Keuper, Janis 1 Keuper, Margret 1 Kim, Aerin 1 Kim, Jungeum 1 Koh, Pang Wei 1 Krejić, Nataša 1 Kröning, Daniel 1 Leadholm, Niels 1 Lee, Thomas C. M. 1 Li, Bo 1 Li, Kenli 1 Li, Keqin 1 Li, Renjue 1 Li, Yao 1 Liang, Percy 1 Liao, Ningyi 1 Lindeberg, Tony 1 Liu, Changyu 1 Liu, Heng 1 Liu, Jiangchao 1 Liu, Jiaxiang 1 Lopez, Diago Manzanas 1 Lotfi, Abdulrahman 1 Luan Viet Nguyen 1 Lucchese, Claudio 1 Ma, Chao ...and 87 more Authors all top 5 Cited in 20 Serials 9 Machine Learning 7 SIAM Journal on Mathematics of Data Science 6 Information Sciences 3 Neural Networks 2 Journal of Automated Reasoning 2 Formal Aspects of Computing 2 International Journal of Computer Vision 1 The American Statistician 1 Journal of Optimization Theory and Applications 1 Journal of Computational Mathematics 1 Neural Computation 1 Mathematical Programming. Series A. Series B 1 Journal of Mathematical Imaging and Vision 1 Data Mining and Knowledge Discovery 1 Quantum Information Processing 1 The Annals of Applied Statistics 1 Wiley Interdisciplinary Reviews. WIREs Computational Statistics 1 Computer Science Review 1 Journal of Computational Dynamics 1 Research in the Mathematical Sciences all top 5 Cited in 17 Fields 46 Computer science (68-XX) 14 Statistics (62-XX) 4 Numerical analysis (65-XX) 4 Information and communication theory, circuits (94-XX) 3 Operations research, mathematical programming (90-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 1 Mathematical logic and foundations (03-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Real functions (26-XX) 1 Partial differential equations (35-XX) 1 Approximations and expansions (41-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Functional analysis (46-XX) 1 Mechanics of deformable solids (74-XX) 1 Quantum theory (81-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Systems theory; control (93-XX) Citations by Year