Automated Screening of Sickle Cells using a Smartphone-Based Microscope and Deep Learning

摘要

We present a deep learning-based framework for performing automatic screening of sickle cells using a smartphone-based microscope. We achieved 98% accuracy when blindly testing 96 human blood smear slides, including 32 with sickle cell disease.