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From Realistic and Automated Fish Digital Twin to Data Ethics: Building Reproducible Pipelines and Dataset for Biological AI

Talkat DebConf 2025 · on Tuesday, 2025-07-15· at 12:30· Petit amphi· [machine-learning, computer-vision]

Combines YOLOv8-based computer-vision segmentation of lab videos with the HAACHAMA CFD framework to produce dimensionless hydrodynamic digital twins of fish that replicate vortex dynamics and estimate pressure fields without PIV. Presents an open-source dataset and automated pipeline for reproducible biological-AI experiments, then outlines dataset design principles—transparent methodology, consistent tooling and annotations, ethical animal/data practices, durable open access, and licensing choices—to enable scalable, ethically grounded research.

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