From Sea to Street: What Maritime Autonomy Can Learn from Large-Scale AV DeploymentFiona Hua & Parneet Kaur (May Mobility)[Abstract to be added] |
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AIS in the Wild: Coverage Gaps, Spoofing, and What CV Models Must KnowMarek Suchowski (catskill GmbH)Automatic Identification System (AIS) data has become a cornerstone of maritime situational awareness. But its real-world reliability is far messier than most computer vision pipelines assume. We explore the hidden fragility of AIS as a ground-truth signal: where coverage breaks down, how spoofing and signal manipulation distort vessel tracks and what these failure modes mean for CV models trained or evaluated against such data. |