The present invention provides systems and methods for leveraging synthetic data to train machine learning models. A synthetic training engine may be used to train machine learning models. The synthetic training engine can automatically annotate real images for valuable tasks, such as object segmentation, depth map estimation, and classifying whether a structure is in an image. The synthetic training engine can also train the machine learning model with synthetic images in such a way that the machine learning model will work on real images. The output of the machine learning model may perform valuable tasks, such as the detection of integrity threats in underwater structures.
SYSTEM AND METHOD OF OPERATION FOR REMOTELY OPERATED VEHICLES LEVERAGING SYNTHETIC DATA TO TRAIN MACHINE LEARNING MODELS
2021-10-07
Patent
Electronic Resource
English
IPC: | B63G OFFENSIVE OR DEFENSIVE ARRANGEMENTS ON VESSELS , Angriffs- oder Verteidigungsanordnungen auf Schiffen / G05B Steuer- oder Regelsysteme allgemein , CONTROL OR REGULATING SYSTEMS IN GENERAL / G05D SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES , Systeme zum Steuern oder Regeln nichtelektrischer veränderlicher Größen |
European Patent Office | 2024
|Remotely Operated Underwater Vehicles
SAE Technical Papers | 1984
|Remotely Operated Vehicles - An Overview
NTIS | 1979
|Bottom-Following for Remotely Operated Vehicles
British Library Conference Proceedings | 2001
|