Is AI currently capable of identifying wild oysters? A comparison of human annotators against the AI model, ODYSSEE

Is AI currently capable of identifying wild oysters? A comparison of human annotators against the AI model, ODYSSEE

Oysters are ecologically and commercially important species that require frequent monitoring to track population demographics (e.g., abundance, growth, mortality). Current methods of monitoring oyster reefs often require destructive sampling methods and extensive manual effort. However, these method...

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Bibliographic Details
Main Authors: Brendan Campbell, Alan Williams, Kleio Baxevani, Alyssa Campbell, Rushabh Dhoke, Rileigh E. Hudock, Xiaomin Lin, Vivek Mange, Bernhard Neuberger, Arjun Suresh, Alhim Vera, Arthur Trembanis, Herbert G. Tanner, Edward Hale
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Robotics and AI
Subjects:
oyster aquaculture
deep learning
image identification
YOLOv10
confusion matrix
reef ecology
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2025.1587033/full
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https://www.frontiersin.org/articles/10.3389/frobt.2025.1587033/full

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