LLM–VLM fusion framework for autonomous maritime port inspection using a heterogeneous UAV–USV System

Maritime port inspection plays a critical role in ensuring safety, regulatory compliance, and operational efficiency in complex maritime environments. However, existing inspection methods often rely on manual operations and conventional computer vision techniques that lack scalability and contextual...

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