Harmonizing the Deep: A Unified Information Pipeline for Robust Marine Biodiversity Assessment Across Heterogeneous Domains
Published in arXiv preprint, 2026
Marine biodiversity monitoring requires scalability and reliability across complex underwater environments. This work develops a Unified Information Pipeline that standardises heterogeneous datasets for cross-domain evaluation, identifies “Context Collapse” as a key failure mode in sparse scenes, and validates low-cost edge hardware for remote invasive species monitoring in Arctic and Atlantic ecosystems.
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Recommended citation: Marco Piccolo, Qiwei Han, Astrid van Toor, Joachim Vanneste (2026). Harmonizing the Deep: A Unified Information Pipeline for Robust Marine Biodiversity Assessment Across Heterogeneous Domains. arXiv preprint arXiv:2601.13975.
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