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In critical operations where aerial imagery plays an essential role, theintegrity and trustworthiness of data are paramount. The emergence ofadversarial attacks, particularly those that exploit control over labels oremploy physically feasible trojans, threatens to erode that trust, making theanalysis and mitigation of these attacks a matter of urgency. We demonstratehow adversarial attacks can degrade confidence in geospatial systems,specifically focusing on scenarios where the attacker's control over labels isrestricted and the use of realistic threat vectors. Proposing and evaluatingseveral innovative attack methodologies, including those tailored to overheadimages, we empirically show their threat to remote sensing systems usinghigh-quality SpaceNet datasets. Our experimentation reflects the uniquechallenges posed by aerial imagery, and these preliminary results not onlyreveal the potential risks but also highlight the non-trivial nature of theproblem compared to recent works.

Eroding Trust In Aerial Imagery: Comprehensive Analysis and Evaluation Of Adversarial Attacks In Geospatial Systems