Hoang-Long Nguyen

A single-stage approach to histopathology segmentation cuts training time by up to 5x while achieving superior accuracy compared to traditional multi-stage methods.

By injecting biological heuristics into a deep learning pipeline, this method achieves state-of-the-art performance in classifying rare white blood cell subtypes, a task where standard deep learning models often fail.