Medical imaging equipment, medical image processing equipment, medical image processing programs, and machine learning models

摘要

PROBLEM TO BE SOLVED: To provide a medical imaging device for improving image quality by accurately reducing noise while preventing inappropriate image processing by enabling analysis of image processing contents in image processing using a machine learning model. SOLUTION: The medical image acquisition unit for acquiring a medical image, the noise evaluation unit 211 for determining whether or not the noise in the medical image exceeds a predetermined reference value, and the noise evaluation unit have noise exceeding the reference value. The noise reduction unit 212 is provided with a noise reduction unit 212 for reducing the noise of the medical image determined to be so, and the noise reduction unit collects a plurality of training data sets consisting of an image containing noise as input data and an image not containing noise as output data. It has a plurality of layers that fold the input image, and one of the multiple layers incorporates a plurality of linear or non-linear filters having a predetermined fold coefficient. A machine learning model that includes a filter layer is used to reduce noise in medical images. [Selection diagram] Fig. 2