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:
Jul. 02, 2024
Filed:
Dec. 11, 2019
Applicant:
Amazon Technologies, Inc., Seattle, WA (US);
Inventors:
Maxim Berman, Leuven, BE;
Leonid Pishchulin, Seattle, WA (US);
Ning Xu, Seattle, WA (US);
Gerard Guy Medioni, Seattle, WA (US);
Assignee:
Amazon Technologies, Inc., Seattle, WA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/082 (2023.01); G06F 11/30 (2006.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/082 (2013.01); G06F 11/3058 (2013.01); G06N 3/04 (2013.01);
Abstract
Disclosed are systems and methods to perform neural architecture search ('NAS') that automatically optimizes for the number of channels to allocate to each layer of a deep neural network. Some implementations include a pairwise slimming that includes a global optimization step. Likewise, in some implementations, a bias toward a region of interest may be applied to channel path selection during training.