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:
Apr. 21, 2020
Filed:
Aug. 06, 2018
Applicant:
Siemens Healthcare Gmbh, Erlangen, DE;
Inventors:
Pascal Ceccaldi, Princeton, NJ (US);
Benjamin L. Odry, West New York, NJ (US);
Boris Mailhe, Plainsboro, NJ (US);
Mariappan S. Nadar, Plainsboro, NJ (US);
Assignee:
Siemens Healthcare GmbH, Erlangen, DE;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A61B 5/055 (2006.01); G06N 3/08 (2006.01); G06T 7/10 (2017.01); G06T 9/00 (2006.01); G06T 11/00 (2006.01); G06N 3/04 (2006.01); G06K 9/62 (2006.01); G06T 7/11 (2017.01); G06K 9/46 (2006.01);
U.S. Cl.
CPC ...
A61B 5/055 (2013.01); G06K 9/4628 (2013.01); G06K 9/6268 (2013.01); G06K 9/6271 (2013.01); G06N 3/0454 (2013.01); G06N 3/084 (2013.01); G06T 7/10 (2017.01); G06T 7/11 (2017.01); G06T 9/002 (2013.01); G06T 11/003 (2013.01); G06K 2209/05 (2013.01); G06T 2207/10088 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30016 (2013.01);
Abstract
Systems and methods are provided for generating a protocol independent image. A deep learning generative framework learns to recognize the boundaries and classification of tissues in an MRI image. The deep learning generative framework includes an encoder, a decoder, and a discriminator network. The encoder is trained using the discriminator network to generate a latent space that is invariant to protocol and the decoder is trained to generate the best output possible for brain and/or tissue extraction.