Few-shot learning for processing microscopy images

Abstract

Disclosed herein are scientific instrument support systems, as well as related methods, computing devices, and computer-readable media. For example, in some embodiments, a scientific instrument support apparatus may include: first logic to receive, from a charged particle microscope, a microscopy image of a sample; second logic to generate a first processed image by processing the microscopy image through a general machine-learning model trained using a plurality of previously processed microscopy images; third logic to retrain the general machine-learning model with a related microscopy image, wherein the related microscopy image includes a label of an object related to the sample and the related microscopy image is not included in the plurality of previously processed microscopy images; and fourth logic to generate a second processed image, different from the first processed image, by processing the microscopy image through the retrained general machine-learning model.