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:
Feb. 10, 2026
Filed:
Nov. 10, 2023
Deere & Company, Moline, IL (US);
Minh Thanh Vu, San Francisco, CA (US);
Baochen Sun, Bellevue, WA (US);
Bodi Yuan, Sunnyvale, CA (US);
Alexander Ngai, Irvine, CA (US);
Yueqi Li, San Jose, CA (US);
Deere & Company, Moline, IL (US);
Abstract
Implementations are described herein for improving unsupervised domain adaptation (UDA) by using improved adaptive teacher for object detection with cross-domain mix-up. In various implementations, cross-domain training of an object detection machine learning model may include: performing weak augmentation on images from a target domain Dto generate a first set of weakly augmented target domain images; perform strong augmentation on images from the source domain Dand images from the target domain Dto generate a second set of strongly augmented images; processing the second set of strongly augmented images to generate a third set of inter-domain mixes of the images from Dand D; and jointly train the object detection machine learning model, as a student machine learning model, with a teacher machine learning model using the first and third sets.