Automated stain-free histomorphometry of peripheral nerve by contrast-enhancing techniques and artificial intelligence

•Fast myelin histomorphometry using DIC and phase contrast microscopy is demonstrated.•Deep learning is used to predict myelin fluorescent images from label-free images.•Machine learning is employed for automated myelinated axon counts.•Machine learning is employed for semi-automated g-ratio measurements.