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:
Jan. 03, 2023
Filed:
May. 20, 2019
Wisconsin Alumni Research Foundation, Madison, WI (US);
Haoliang Sun, Madison, WI (US);
Ronak R. Mehta, Madison, WI (US);
Hao Zhou, Madison, WI (US);
Vikas Singh, Madison, WI (US);
Vivek Prabhakaran, Fitchburg, WI (US);
Stirling C. Johnson, Fitchburg, WI (US);
Wisconsin Alumni Research Foundation, Madison, WI (US);
Abstract
A machine learning architecture employs two machine learning networks that are joined by a statistical model allowing the imposition of a predetermined statistical model family into a learning process in which the networks translate between and data types. For example, the statistical model may enforce a Gaussian conditional probability between the latent variables in the translation process. In one application, MRI images may be translated into PET images with reduced mode collapse, blurring, or other 'averaging' type behaviors.