A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking

21 June 2023

Shaohui Mei

Jiawei Lian

Xiaofei Wang

Yuru Su

Mingyang Ma

Lap-Pui Chau

AAML

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Papers citing "A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking"

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Title
Attack Anything: Blind DNNs via Universal Background Adversarial Attack Jiawei Lian Shaohui Mei Xiaofei Wang Yi Wang Lefan Wang Yingjie Lu Mingyang Ma Lap-Pui Chau AAML 20 1 0 17 Aug 2024
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 29 10 0 08 Dec 2023
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models Weikang Yu Yonghao Xu Pedram Ghamisi 8 3 0 31 Jul 2023
AdvART: Adversarial Art for Camouflaged Object Detection Attacks Amira Guesmi Ioan Marius Bilasco Muhammad Shafique Ihsen Alouani GAN AAML 24 19 0 03 Mar 2023
Benchmarking Adversarial Patch Against Aerial Detection Jiawei Lian Shaohui Mei Shun Zhang Mingyang Ma AAML 18 55 0 30 Oct 2022
A Survey on Physical Adversarial Attack in Computer Vision Donghua Wang Wen Yao Tingsong Jiang Guijian Tang Xiaoqian Chen AAML 51 32 0 28 Sep 2022
Adversarial Color Film: Effective Physical-World Attack to DNNs Chen-Hao Hu Weiwen Shi AAML 98 12 0 02 Sep 2022
Adversarial Zoom Lens: A Novel Physical-World Attack to DNNs Chen-Hao Hu Weiwen Shi AAML 16 5 0 23 Jun 2022
Transferable Physical Attack against Object Detection with Separable Attention Yu Zhang Z. Gong Yichuang Zhang Yongqiang Li Kangcheng Bin Jiahao Qi Wei Xue Ping Zhong AAML 18 5 0 19 May 2022
An Intermediate-level Attack Framework on The Basis of Linear Regression Yiwen Guo Qizhang Li W. Zuo Hao Chen 18 13 0 21 Mar 2022
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 105 349 0 04 Oct 2021
Robust Physical-World Attacks on Face Recognition Xin-Yang Zheng Yanbo Fan Baoyuan Wu Yong Zhang Jue Wang Shirui Pan AAML CVBM 27 40 0 20 Sep 2021
Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World Jiakai Wang Aishan Liu Zixin Yin Shunchang Liu Shiyu Tang Xianglong Liu AAML 133 191 0 01 Mar 2021
Admix: Enhancing the Transferability of Adversarial Attacks Xiaosen Wang Xu He Jingdong Wang Kun He AAML 59 192 0 31 Jan 2021
Fooling thermal infrared pedestrian detectors in real world using small bulbs Xiaopei Zhu Xiao-Li Li Jianmin Li Zheyao Wang Xiaolin Hu AAML 105 85 0 20 Jan 2021
Fooling Object Detectors: Adversarial Attacks by Half-Neighbor Masks Yanghao Zhang Fu Lee Wang Wenjie Ruan AAML 33 10 0 04 Jan 2021
Adversarial Camouflage: Hiding Physical-World Attacks with Natural Styles Ranjie Duan Xingjun Ma Yisen Wang James Bailey •. A. K. Qin Yun Yang AAML 148 222 0 08 Mar 2020
On adversarial patches: real-world attack on ArcFace-100 face recognition system Mikhail Aleksandrovich Pautov Grigorii Melnikov Edgar Kaziakhmedov Klim Kireev Aleksandr Petiushko CVBM PICV AAML 30 53 0 15 Oct 2019
Universal Physical Camouflage Attacks on Object Detectors Lifeng Huang Chengying Gao Yuyin Zhou Cihang Xie Alan Yuille C. Zou Ning Liu AAML 126 159 0 10 Sep 2019
ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector Shang-Tse Chen Cory Cornelius Jason Martin Duen Horng Chau ObjD 139 422 0 16 Apr 2018
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 247 5,813 0 08 Jul 2016