Andres J. Rodriguez

Microscopy image segmentation using a fine-tuned machine learning model with limited training dataset.

Manual annotation of microscopic images of thin tissue sections remains time-consuming step limiting the throughput of diagnostic analysis. We present a novel automated approach using the total intensity image as an input to a U-Net architecture of Convolutional Neural Network with a pretrained ResNet-34 encoder for im...