Author

A. C. Murillo

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Preprint Aug 2026

Comparative Assessment of Deep Learning Architectures for Underwater Subsurface Kelp Forest Segmentation with The Kelp-o-Tron

Submerged kelp forests are vital coastal ecosystems that support marine biodiversity and ecosystem dynamics, yet accurate underwater kelp segmentation remains challenging due to optical degradation, illumination variability, turbidity, overlapping vegetation, and complex benthic backgrounds. We systematically evaluated...

S. Balasubramanian, César Borja, A. C. Murillo et al. · 0 citations

#machine learning Review Aug 2026

Leveraging existing sparse point annotations for benthic imagery dense segmentation

A novel mechanism to automatically identify which of these point-labels are suitable, and which are actively harmful, when used for propagation is introduced, paving the way for scalable ecological analysis.

César Borja, Breck A. McCollum, J. Byrnes et al. · 0 citations