18480726. GENERATING TRAINING DATA SET FOR IMAGE CLASSIFICATION MACHINE LEARNING MODEL (The Boeing Company)

GENERATING TRAINING DATA SET FOR IMAGE CLASSIFICATION MACHINE LEARNING MODEL

Organization Name

The Boeing Company

Inventor(s)

Anthony Wayne Baker of Gilbertsville PA US

Willaredt Hardy of San Francisco CA US

GENERATING TRAINING DATA SET FOR IMAGE CLASSIFICATION MACHINE LEARNING MODEL

This abstract first appeared for US patent application 18480726 titled 'GENERATING TRAINING DATA SET FOR IMAGE CLASSIFICATION MACHINE LEARNING MODEL

Original Abstract Submitted

A computing system including one or more processing devices configured to receive a first labeled image set including first images that each include one or more first regions of interest. The one or more processing devices are further configured to receive an unlabeled image set including a plurality of second images, and to identify second regions of interest included in the second images. The one or more processing devices are further configured to compute feature similarity values between the second and first regions of interest, identify a subset of the second regions of interest that have feature similarity values above a predetermined similarity threshold, and apply respective second labels to those second regions of interest. The one or more processing devices are further configured to construct a second labeled image set and train an image classification machine learning model with a training data set that includes the labeled image sets.