Towards Clinical Integration of Deep Learning–Based Classification of Urinary Sediment Particles from Digital Microscopy Images: A Prospective Study

Our results indicate that a lightweight deep learning model can achieve high performance in classifying urine particles. Analysis of discrepancies between retrospective and prospective evaluations provides important insights toward reliable clinical application.