Targeted Universal Adversarial Examples for Remote Sensing

Article Remote Sensing

Transferable instance segmentation of dwellings in a refugee camp-integrating CNN and OBIA

Omid Ghorbanzadeh et al.

Summary: The research utilized an integrated approach for dwelling classification from VHR satellite images, incorporating CNN model results as input for OBIA knowledge-based semantic classification method. Accuracies of over 90% were found in precision, recall, and F1-score parameters through object-based accuracy assessment methodology.

EUROPEAN JOURNAL OF REMOTE SENSING (2021)

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Proceedings Paper Computer Science, Artificial Intelligence

AI-GAN: ATTACK-INSPIRED GENERATION OF ADVERSARIAL EXAMPLES

Tao Bai et al.

Summary: The paper introduces a novel framework called AI-GAN, which efficiently generates adversarial perturbations by training a generator, discriminator, and attacker jointly. The extensive experiments demonstrate high attack success rates and reduced generation time on popular datasets, as well as scaling successfully to complicated datasets for the first time.

2021 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) (2021)

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Article Computer Science, Artificial Intelligence

Self-Attention Context Network: Addressing the Threat of Adversarial Attacks for Hyperspectral Image Classification

Yonghao Xu et al.

Summary: Deep learning models have shown great capability for hyperspectral image classification but are vulnerable to adversarial attacks. The study proposes a novel SACNet to enhance robustness against adversarial examples, as demonstrated through experiments on benchmark HSI datasets.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2021)

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Article Geochemistry & Geophysics

The Earth-Observing Satellite Constellation: A review from a meteorological perspective of a complex, interconnected global system with extensive applications

Sid-Ahmed Boukabara et al.

Summary: The global Earth-observing satellite constellation, developed since 1960, has seen significant growth in size and complexity in recent years. From a meteorological perspective, the observations provided by the constellation are highly interdependent and complement each other.

IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE (2021)

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Review Geochemistry & Geophysics