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:
Aug. 11, 2026
Filed:
May. 30, 2024
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Mahima Sharma, Seattle, WA (US);
Matthew Lawrence Bronder, Bellevue, WA (US);
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Abstract
Systems and methods are provided for dynamically modifying the training of super-resolution models. In some instances, a set of training data is obtained that includes pairings of low-resolution and correlated high-resolution images. The training data is separated into a training group and a validation group. During a training cycle, a super-resolution model is applied to the training group over multiple epochs. After each epoch, the model is applied to the validation data to calculate a loss value. A rate of change in the loss value between the different epochs is determined, and a predetermined rate of change threshold is identified. The training cycle is terminated when the rate of change in the loss value meets or is less than the predetermined threshold.