A learning device that comprises a preprocessing circuit and a learning circuit. The preprocessing circuit performs processing that converts the relative phase differences and relative intensity differences between a plurality of transmission/reception waves that are based on the radiation of electromagnetic waves at a measured object into a color image. The learning circuit uses first color images that have been processed by the preprocessing circuit and training data that associates second color images and types of internal states for measured objects to learn an identification model for identifying the types of internal states.