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Author

D. Matsuoka

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Review Open access Aug 2026

DeepLitterAI: Automated detection and quantification of deep-sea benthic plastic and macrolitter with field validation in waters around Japan.

Deep-sea imagery is a non-destructive tool for monitoring seafloor litter, but manual inspection limits its scalability. DeepLitterAI, a YOLOv11x-based detector combined with BoT-SORT tracking, was developed to automatically detect and quantify deep-sea benthic macrolitter. The model was trained with J-Litter, a datase...

Ryota Nakajima, Takaki Nishio, H. Saito et al. · 0 citations

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