Adversarial Machine Learning in Image Classification: A Survey Towards the Defender's Perspective

8 September 2020

Papers citing "Adversarial Machine Learning in Image Classification: A Survey Towards the Defender's Perspective"

50 / 52 papers shown

Title
Security by Design Issues in Autonomous Vehicles Martin Higgins D. N. Jha David Blundell D. Wallom 34 0 0 07 Jan 2025
PB-UAP: Hybrid Universal Adversarial Attack For Image Segmentation Yufei Song Ziqi Zhou Minghui Li X. U. Wang Hangtao Zhang Menghao Deng Wei Wan Shengshan Hu L. Zhang AAML 103 4 0 21 Dec 2024
Constrained Optimal Fuel Consumption of HEV:Considering the Observational Perturbation Shuchang Yan Haoran Sun 33 0 0 28 Oct 2024
Hiding-in-Plain-Sight (HiPS) Attack on CLIP for Targetted Object Removal from Images Arka Daw Megan Hong-Thanh Chung Maria Mahbub Amir Sadovnik AAML 39 0 0 16 Oct 2024
A constrained optimization approach to improve robustness of neural networks Shudian Zhao Jan Kronqvist AAML 21 0 0 18 Sep 2024
Secure Traffic Sign Recognition: An Attention-Enabled Universal Image Inpainting Mechanism against Light Patch Attacks Hangcheng Cao Longzhi Yuan Guowen Xu Ziyang He Zhengru Fang Yuguang Fang AAML 36 2 0 06 Sep 2024
EaTVul: ChatGPT-based Evasion Attack Against Software Vulnerability Detection Shigang Liu Di Cao Junae Kim Tamas Abraham Paul Montague S. Çamtepe Jun Zhang Yang Xiang AAML 38 1 0 27 Jul 2024
Inference Attacks: A Taxonomy, Survey, and Promising Directions Feng Wu Lei Cui Shaowen Yao Shui Yu 52 2 0 04 Jun 2024
Investigating and unmasking feature-level vulnerabilities of CNNs to adversarial perturbations Davide Coppola Hwee Kuan Lee AAML 61 0 0 31 May 2024
Robust Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 23 0 0 03 May 2024
Adversarial Attacks and Defense for Conversation Entailment Task Zhenning Yang Ryan Krawec Liang-Yuan Wu AAML SILM 25 1 0 01 May 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 68 8 0 31 Mar 2024
Counter-Samples: A Stateless Strategy to Neutralize Black Box Adversarial Attacks Roey Bokobza Yisroel Mirsky AAML 38 0 0 14 Mar 2024
Exploring the Adversarial Frontier: Quantifying Robustness via Adversarial Hypervolume Ping Guo Cheng Gong Xi Lin Zhiyuan Yang Qingfu Zhang AAML 28 2 0 08 Mar 2024
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence Penghai Zhao Xin Zhang Ming-Ming Cheng Jian Yang Xiang Li 40 1 0 20 Feb 2024
Sticky Fingers: Resilience of Satellite Fingerprinting against Jamming Attacks Joshua Smailes Edd Salkield S. Köhler S. Birnbach Martin Strohmeier Ivan Martinovic 22 3 0 07 Feb 2024
Securing Recommender System via Cooperative Training Qingyang Wang Chenwang Wu Defu Lian Enhong Chen AAML 22 2 0 23 Jan 2024
Attack Tree Analysis for Adversarial Evasion Attacks Yuki Yamaguchi Toshiaki Aoki AAML 26 0 0 28 Dec 2023
SoK: Unintended Interactions among Machine Learning Defenses and Risks Vasisht Duddu S. Szyller Nadarajah Asokan AAML 47 2 0 07 Dec 2023
Security Considerations in AI-Robotics: A Survey of Current Methods, Challenges, and Opportunities Subash Neupane Shaswata Mitra Ivan A. Fernandez Swayamjit Saha Sudip Mittal Jingdao Chen Nisha Pillai Shahram Rahimi 24 12 0 12 Oct 2023
A Survey of Robustness and Safety of 2D and 3D Deep Learning Models Against Adversarial Attacks Yanjie Li Bin Xie Songtao Guo Yuanyuan Yang Bin Xiao AAML 37 15 0 01 Oct 2023
Toward Defensive Letter Design Rentaro Kataoka Akisato Kimura Seiichi Uchida AAML 12 0 0 04 Sep 2023
Vulnerability of Machine Learning Approaches Applied in IoT-based Smart Grid: A Review Zhenyong Zhang Mengxiang Liu Mingyang Sun Ruilong Deng Peng Cheng Dusit Niyato Mo-Yuen Chow Jiming Chen 38 39 0 30 Aug 2023
EnTri: Ensemble Learning with Tri-level Representations for Explainable Scene Recognition Amirhossein Aminimehr Amir Molaei Erik Cambria 27 1 0 23 Jul 2023
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking Shaohui Mei Jiawei Lian Xiaofei Wang Yuru Su Mingyang Ma Lap-Pui Chau AAML 23 11 0 21 Jun 2023
Adversarial attacks and defenses in explainable artificial intelligence: A survey Hubert Baniecki P. Biecek AAML 42 63 0 06 Jun 2023
Evaluating Adversarial Robustness on Document Image Classification Timothée Fronteau Arnaud Paran A. Shabou AAML 26 2 0 24 Apr 2023
It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness Peiyu Xiong Michael W. Tegegn Jaskeerat Singh Sarin Shubhraneel Pal Julia Rubin SILM AAML 32 8 0 17 Mar 2023
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 35 6 0 27 Nov 2022
Reliable Robustness Evaluation via Automatically Constructed Attack Ensembles Shengcai Liu Fu Peng Jiaheng Zhang AAML 39 11 0 23 Nov 2022
Visually Adversarial Attacks and Defenses in the Physical World: A Survey Xingxing Wei Bangzheng Pu Jiefan Lu Baoyuan Wu AAML 24 10 0 03 Nov 2022
Towards Robust Recommender Systems via Triple Cooperative Defense Qingyang Wang Defu Lian Chenwang Wu Enhong Chen AAML 16 4 0 25 Oct 2022
A Survey on Physical Adversarial Attack in Computer Vision Donghua Wang Wen Yao Tingsong Jiang Guijian Tang Xiaoqian Chen AAML 56 38 0 28 Sep 2022
Guiding the retraining of convolutional neural networks against adversarial inputs Francisco Durán Silverio Martínez-Fernández Michael Felderer Xavier Franch AAML 35 1 0 08 Jul 2022
Adversarial Patch Attacks and Defences in Vision-Based Tasks: A Survey Abhijith Sharma Yijun Bian Phil Munz Apurva Narayan VLM AAML 21 20 0 16 Jun 2022
On the Robustness of Safe Reinforcement Learning under Observational Perturbations Zuxin Liu Zijian Guo Zhepeng Cen Huan Zhang Jie Tan Bo-wen Li Ding Zhao OOD OffRL 42 35 0 29 May 2022
A Simple Structure For Building A Robust Model Xiao Tan Jingbo Gao Ruolin Li AAML OOD 41 3 0 25 Apr 2022
Adversarial Attacks on Speech Recognition Systems for Mission-Critical Applications: A Survey Ngoc Dung Huynh Mohamed Reda Bouadjenek Imran Razzak Kevin Lee Chetan Arora Ali Hassani A. Zaslavsky AAML 26 6 0 22 Feb 2022
Adversarial Attacks against Windows PE Malware Detection: A Survey of the State-of-the-Art Xiang Ling Lingfei Wu Jiangyu Zhang Zhenqing Qu Wei Deng ... Chunming Wu S. Ji Tianyue Luo Jingzheng Wu Yanjun Wu AAML 34 73 0 23 Dec 2021
Image classifiers can not be made robust to small perturbations Zheng Dai David K Gifford VLM AAML 24 1 0 07 Dec 2021
Enhanced countering adversarial attacks via input denoising and feature restoring Yanni Li Wenhui Zhang Jiawei Liu Xiaoli Kou Hui Li Jiangtao Cui AAML 25 2 0 19 Nov 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 119 355 0 04 Oct 2021
Back in Black: A Comparative Evaluation of Recent State-Of-The-Art Black-Box Attacks Kaleel Mahmood Rigel Mahmood Ethan Rathbun Marten van Dijk AAML 19 22 0 29 Sep 2021
BOSS: Bidirectional One-Shot Synthesis of Adversarial Examples Ismail R. Alkhouri Alvaro Velasquez George K. Atia AAML GAN 18 1 0 05 Aug 2021
Adversarial Example Detection for DNN Models: A Review and Experimental Comparison Ahmed Aldahdooh W. Hamidouche Sid Ahmed Fezza Olivier Déforges AAML 11 122 0 01 May 2021
Fortify Machine Learning Production Systems: Detect and Classify Adversarial Attacks Matthew Ciolino Josh Kalin David A. Noever AAML 68 2 0 19 Feb 2021
Adversarial trading Alexandre Miot AAML 23 1 0 16 Dec 2020
Solving Inverse Problems With Deep Neural Networks -- Robustness Included? Martin Genzel Jan Macdonald M. März AAML OOD 27 101 0 09 Nov 2020
ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector Shang-Tse Chen Cory Cornelius Jason Martin Duen Horng Chau ObjD 153 424 0 16 Apr 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 304 10,618 0 19 Feb 2017