Cell BiologybioRxivPreprint
Classifying Calcium Imaging Dynamics with Deep Learning: Multi-Frequency Analysis through Quantile-Based Time-Series Network Representations
Caroline L. Alves, Simone Hufgard, Margot Mayer…·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.
DOI 10.64898/2025.12.08.693018