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.

Date of Patent:
Aug. 20, 2019

Filed:

May. 16, 2017
Applicant:

Siemens Healthcare Gmbh, Erlangen, DE;

Inventors:

Boris Mailhe, Plainsboro, NJ (US);

Hasan Ertan Cetingul, Fulton, MD (US);

Benjamin L. Odry, West New York, NJ (US);

Xiao Chen, Princeton, NJ (US);

Mariappan S. Nadar, Plainsboro, NJ (US);

Assignee:

Siemens Healthcare GmbH, Erlangen, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2006.01); G06N 3/02 (2006.01); G06T 5/00 (2006.01); G06T 7/00 (2017.01);
U.S. Cl.
CPC ...
G06N 3/02 (2013.01); G06T 5/001 (2013.01); G06T 5/002 (2013.01); G06T 5/003 (2013.01); G06T 5/005 (2013.01); G06T 7/0002 (2013.01); G06T 2207/10072 (2013.01); G06T 2207/10132 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30004 (2013.01);
Abstract

For correction of an image from an imaging system, a deep-learnt generative model is used as a regularlizer in an inverse solution with a physics model of the degradation behavior of the imaging system. The prior model is based on the generative model, allowing for correction of an image without application specific balancing. The generative model is trained from good images, so difficulty gathering problem-specific training data may be avoided or reduced.


Find Patent Forward Citations

Mailhe, Boris. (2019). Image correction using a deep generative machine-learning model (U.S. Patent No. 10387765). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/10387765

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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