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:
Sep. 20, 2022

Filed:

Dec. 27, 2018
Applicants:

Siemens Healthcare Gmbh, Erlangen, DE;

Institut National DE Recherche En Informatique ET En Automatique, Le Chesnay, FR;

Inventors:

Julian Krebs, Moers, DE;

Herve Delingette, La Colle sur Loup, FR;

Nicholas Ayache, Nice, FR;

Tommaso Mansi, Plainsboro, NJ (US);

Shun Miao, Princeton, NJ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06N 20/20 (2019.01); G06T 7/00 (2017.01); G06K 9/62 (2006.01); G06T 7/33 (2017.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); G06K 9/6256 (2013.01); G06N 3/0454 (2013.01); G06N 20/20 (2019.01); G06T 7/0012 (2013.01); G06T 7/33 (2017.01); G06T 2207/10072 (2013.01); G06T 2207/10116 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

For registration of medical images with deep learning, a neural network is designed to include a diffeomorphic layer in the architecture. The network may be trained using supervised or unsupervised approaches. By enforcing the diffeomorphic characteristic in the architecture of the network, the training of the network and application of the learned network may provide for more regularized and realistic registration.


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