Classifying Calcium Imaging Dynamics with Deep Learning: Multi-Frequency Analysis through Quantile-Based Time-Series Network Representations
Caroline L. Alves, Simone Hufgard, Margot Mayer, Helena Dasch, Andriana S. L. O. Campanharo, Loriz Francisco Sallum, Francisco A. Rodrigues, Christiane Thielemann
This paper introduces a deep learning framework for classifying calcium imaging dynamics using quantile-based time-series representations, showing strong performance across different preprocessing strategies and noise conditions.
bioRxiv · Dec 11, 2025 · PreprintCell Biology