BioengineeringbioRxivPreprint
Temporal dynamics improves machine learning-based prediction of cell state from quantitative phase imaging
Shukran Alizada, Kayla Marks, Rebecca G. Zitnay…·Thomas A. Zangle
This study shows that 3D spatiotemporal CNNs outperform 2D CNNs in classifying cell states from QPI timelapse data, with accuracy improving as more frames are added.
DOI 10.64898/2026.08.24.746855