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Universal Adversarial Examples in Remote Sensing: Methodology and
  Benchmark
v1v2v3 (latest)

Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark

IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
14 February 2022
Yonghao Xu
Pedram Ghamisi
    AAML
ArXiv (abs)PDFHTMLGithub (41★)

Papers citing "Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark"

19 / 19 papers shown
Title
Towards Adversarial Training under Hyperspectral Images
Towards Adversarial Training under Hyperspectral Images
Weihua Zhang
Chengze Jiang
Jie Gui
Lu Dong
AAML
88
0
0
01 Oct 2025
Generating Transferrable Adversarial Examples via Local Mixing and Logits Optimization for Remote Sensing Object Recognition
Generating Transferrable Adversarial Examples via Local Mixing and Logits Optimization for Remote Sensing Object Recognition
Chun Liu
Hailong Wang
Bingqian Zhu
Panpan Ding
Zheng Zheng
Tao Xu
Zhigang Han
Jiayao Wang
AAML
100
0
0
09 Sep 2025
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Weighted Intermediate Feature Divergence
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Weighted Intermediate Feature Divergence
Chun Liu
Bingqian Zhu
Tao Xu
Zheng Zheng
Ruoyao Xiao
Wei Yang
Zhigang Han
Jiayao Wang
242
0
0
12 Jun 2025
On the Adversarial Vulnerabilities of Transfer Learning in Remote Sensing
On the Adversarial Vulnerabilities of Transfer Learning in Remote SensingIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025
Tao Bai
Xingjian Tian
Yonghao Xu
Bihan Wen
AAML
227
0
0
20 Jan 2025
Texture- and Shape-based Adversarial Attacks for Overhead Image Vehicle Detection
Texture- and Shape-based Adversarial Attacks for Overhead Image Vehicle DetectionInternational Conference on Information Photonics (ICIP), 2024
Mikael Yeghiazaryan
Sai Abhishek Siddhartha Namburu
Emily Kim
Stanislav Panev
Celso de Melo
Brent Lance
Fernando de la Torre
AAML
310
0
0
20 Dec 2024
Cloud Adversarial Example Generation for Remote Sensing Image
  Classification
Cloud Adversarial Example Generation for Remote Sensing Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Fei Ma
Yuqiang Feng
Fan Zhang
Yongsheng Zhou
DiffMAAML
150
5
0
21 Sep 2024
Responsible AI for Earth Observation
Responsible AI for Earth Observation
Pedram Ghamisi
Weikang Yu
Andrea Marinoni
C. Gevaert
Claudio Persello
...
Benjamin P. Horton
Philippe Rufin
P. Hostert
Fabio Pacifici
Peter M. Atkinson
161
7
0
31 May 2024
On the Foundations of Earth and Climate Foundation Models
On the Foundations of Earth and Climate Foundation Models
Xiao Xiang Zhu
Zhitong Xiong
Yi Wang
Adam J. Stewart
Konrad Heidler
Yuanyuan Wang
Zhenghang Yuan
Thomas Dujardin
Qingsong Xu
Yilei Shi
AI4ClAI4CE
228
38
0
07 May 2024
Towards Assessing the Synthetic-to-Measured Adversarial Vulnerability of
  SAR ATR
Towards Assessing the Synthetic-to-Measured Adversarial Vulnerability of SAR ATR
Bowen Peng
Bo Peng
Jingyuan Xia
Tianpeng Liu
Yongxiang Liu
Li Liu
AAML
130
15
0
30 Jan 2024
RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model
RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model
A. Sebaq
Mohamed ElHelw
DiffM
220
43
0
03 Sep 2023
Universal Adversarial Defense in Remote Sensing Based on Pre-trained
  Denoising Diffusion Models
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion ModelsInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2023
Weikang Yu
Yonghao Xu
Pedram Ghamisi
219
8
0
31 Jul 2023
A Comprehensive Study on the Robustness of Image Classification and
  Object Detection in Remote Sensing: Surveying and Benchmarking
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and BenchmarkingJournal of remote sensing (JRS), 2023
Shaohui Mei
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Lap-Pui Chau
AAML
278
13
0
21 Jun 2023
CBA: Contextual Background Attack against Optical Aerial Detection in
  the Physical World
CBA: Contextual Background Attack against Optical Aerial Detection in the Physical WorldIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Shaohui Mei
AAML
233
46
0
27 Feb 2023
AI Security for Geoscience and Remote Sensing: Challenges and Future
  Trends
AI Security for Geoscience and Remote Sensing: Challenges and Future TrendsIEEE Geoscience and Remote Sensing Magazine (GRSM), 2022
Yonghao Xu
Tao Bai
Weikang Yu
Shizhen Chang
P. M. Atkinson
Pedram Ghamisi
AAML
248
60
0
19 Dec 2022
Backdoor Attacks for Remote Sensing Data with Wavelet Transform
Backdoor Attacks for Remote Sensing Data with Wavelet TransformIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Nikolaus Drager
Yonghao Xu
Pedram Ghamisi
AAML
129
17
0
15 Nov 2022
Benchmarking Adversarial Patch Against Aerial Detection
Benchmarking Adversarial Patch Against Aerial DetectionIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Jiawei Lian
Shaohui Mei
Shun Zhang
Mingyang Ma
AAML
143
83
0
30 Oct 2022
Scattering Model Guided Adversarial Examples for SAR Target Recognition:
  Attack and Defense
Scattering Model Guided Adversarial Examples for SAR Target Recognition: Attack and DefenseIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Bo Peng
Bo Peng
Jie Zhou
Jianyue Xie
Li Liu
AAML
152
63
0
11 Sep 2022
Txt2Img-MHN: Remote Sensing Image Generation from Text Using Modern
  Hopfield Networks
Txt2Img-MHN: Remote Sensing Image Generation from Text Using Modern Hopfield NetworksIEEE Transactions on Image Processing (IEEE TIP), 2022
Yonghao Xu
Weikang Yu
Pedram Ghamisi
Michael K Kopp
Sepp Hochreiter
162
49
0
08 Aug 2022
Universal adversarial perturbation for remote sensing images
Universal adversarial perturbation for remote sensing imagesIEEE International Workshop on Multimedia Signal Processing (MMSP), 2022
Qingyu Wang
Jin Tang
Z. Yin
Bin Luo
AAML
143
6
0
22 Feb 2022
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