Methods, Systems, and Computer Systems for Training a Machine-Learning Model, Generating a Training Corpus, and Using a Machine-Learning Model for Use in a Scientific or Surgical Imaging System

Abstract

Examples relate to methods, systems, and computer systems for training a machine-learning model, for generating a training corpus, and for using a machine-learning model for use in a scientific or surgical imaging system, and to a scientific or surgical imaging system comprising such a system. A method for training a machine-learning model for use in a scientific or surgical imaging system comprises obtaining a plurality of images of a scientific or surgical imaging system, for use as training input images. The method comprises obtaining a plurality of training outputs that are based on the plurality of training input images and that are based on an image processing workflow of the scientific or surgical imaging system, the image processing workflow comprising a plurality of image processing steps. The method comprises training the machine-learning model using the plurality of training input images and the plurality of training outputs.

Dependencies are inferred from the claim text.