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Plos One|December 20, 2012
Multi-scale measures of rugosity, slope and aspect from benthic stereo image reconstructionsAriell Friedman, Oscar Pizarro, Stefan B Williams, et al.
Ecology and Evolution|March 24, 2017
A simple, fast, and repeatable survey method for underwater visual 3D benthic mapping and monitoringOscar Pizarro, Ariell Friedman, Mitch Bryson, et al.
Marine Environmental Research|February 13, 2026
Harnessing the power of Squidle+ to develop flexible machine learning modelsLeonard Günzel, Jacquomo Monk, Chris Jackett, et al.
Marine Environmental Research|November 5, 2025
Urchinbot: An open-source model for the rapid detection and classification of habitat-modifying sea urchin speciesKelham Rawlinson, Arie J P Spyksma, Kelsey I Miller, et al.
Scientific Data|November 4, 2015
Australian sea-floor survey data, with images and expert annotationsMichael Bewley, Ariell Friedman, Renata Ferrari, et al.
Nature Ecology & Evolution|August 26, 2020
A geometric basis for surface habitat complexity and biodiversityDamaris Torres-Pulliza, Maria A Dornelas, Oscar Pizarro, et al.
Scientific Data|February 7, 2025
BenthicNet: A global compilation of seafloor images for deep learning applicationsScott C Lowe, Benjamin Misiuk, Isaac Xu, et al.
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