947 citations · 962 across the 4 of their papers we have counts for
5 papers
Comparative Assessment of Deep Learning Architectures for Underwater Subsurface Kelp Forest Segmentation with The Kelp-o-Tron
Sundarabalan Balasubramanian, César Borja, Ana C. Murillo +5
Submerged kelp forests are vital coastal ecosystems that support marine biodiversity and ecosystem dynamics, yet accurate underwater kelp segmentation remains challenging due to op…
Leveraging existing sparse point annotations for benthic imagery dense segmentation
Cesar Borja, Breck A. McCollum, Jarret E. Byrnes +2
The health of marine ecosystems is a critical indicator of global environmental change, yet the physical constraints of underwater observation and the intrinsic challenges of proce…
From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model
Kameswara Bharadwaj Mantha, Ramanakumar Sankar, Yuping Zheng +11
Many scientific domains gather sufficient labels to train machine algorithms through human-in-the-loop techniques provided by the Zooniverse.org citizen science platform. As the ra…
Floating Forests: Quantitative Validation of Citizen Science Data Generated From Consensus Classifications
Isaac S. Rosenthal, Jarrett E. K. Byrnes, Kyle C. Cavanaugh +10
Large-scale research endeavors can be hindered by logistical constraints limiting the amount of available data. For example, global ecological questions require a global dataset, a…
Investigating the relationship between biodiversity and ecosystem multifunctionality: Challenges and solutions
Jarrett E. K. Byrnes, Lars Gamfeldt, Forest Isbell +7
Extensive research shows that more species-rich assemblages are generally more productive and efficient in resource use than comparable assemblages with fewer species. But the ques…