Patent №
US 11,645,360
Granted
2023-05-09
Filed 2020
Owner
FORD GLOBAL TECHNOLOGIES, LLC
Lab
—
AI components
4
ml · vision · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
17039511
A computer, including a processor and a memory, the memory including instructions to be executed by the processor to determine a second convolutional neural network (CNN) training dataset by determining an underrepresented object configuration and an underrepresented noise factor corresponding to an object in a first CNN training dataset, generate one or more simulated images including the object corresponding to the underrepresented object configuration in the first CNN training dataset by inputting ground truth data corresponding to the object into a photorealistic rendering engine and generate one or more synthetic images including the object corresponding to the underrepresented noise factor in the first CNN training dataset by processing the simulated images with a generative adversarial network (GAN) to determine a second CNN training dataset. The instructions can include further instructions to train a CNN to using the first and the second CNN training datasets.
AI classification
Ownership
FORD GLOBAL TECHNOLOGIES, LLC
assignment · 539380967
Assignors
LITVAK, ARTEM, ZHANG, XIANLING, JAIPURIA, NIKITA, PAUDEL, SHREYASHA
On an employer assignment, the assignors are typically the inventors.