AI RESEARCH
ShellfishNet: A Domain-Specific Benchmark for Visual Recognition of Marine Molluscs
arXiv CS.CV
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ArXi:2605.07338v1 Announce Type: new The decline of global shellfish biodiversity poses a severe threat to coastal ecosystems. Although artificial intelligence (AI) technologies show potential for automated ecological monitoring, existing marine benthic datasets often lack adaptation to the complexities of real underwater environments (e.g., variable lighting conditions and diverse species postures), posing challenges for the robust generalization of vision models in practical ecological monitoring.