The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jun. 25, 2024
Filed:
Feb. 21, 2022
Ford Global Technologies, Llc, Dearborn, MI (US);
Georgia Tech Research Corporation, Atlanta, GA (US);
Mostafa Parchami, Ann Arbor, MI (US);
Enrique Corona, Canton, MI (US);
Ghassan AlRegib, Johns Creek, GA (US);
Mohit Prabhushankar, Atlanta, GA (US);
Ryan Benkert, Atlanta, GA (US);
Ford Global Technologies, LLC, Dearborn, MI (US);
Abstract
A deep neural network (DNN) can be trained based on a first training dataset that includes first images including annotated first objects. The DNN can be tested based on the first training dataset to determine first object predictions including first uncertainties. The DNN can be tested by inputting a second training dataset and outputting first object predictions including second uncertainties, wherein the second training dataset includes second images including unannotated second objects. A subset of images included in the second training dataset can be selected based on the second uncertainties, The second objects in the selected subset of images included in the second training dataset can be annotated. The DNN can be trained based on the selected subset of images included in the second training dataset including the annotated second objects.