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. 10, 2023
Filed:
May. 15, 2019
Volkswagen Aktiengesellschaft, Wolfsburg, DE;
Audi Ag, Ingolstadt, DE;
Porsche Ag, Stuttgart, DE;
Melanie Senn, Mountain View, CA (US);
VOLKSWAGEN AKTIENGESELLSCHAFT, Wolfsburg, DE;
AUDI AG, Ingolstadt, DE;
DR ING. H.C. F. PORSCHE AKTIENGESELLSCHAFT, Stuttgart, DE;
Abstract
A system and a method are provided for compressing a deep neural network ('DNN'). In some examples, the DNN is trained, where the DNN has at least one layer having multiple filters. Clustering of the filters of at least one layer is performed. Dimension reduction can be applied as well to the filters to reduce the channel dimensionality of the at least one layer. The dimensionally reduced DNN can then be retrained. Once retrained, the compressed DNN can be stored in a storage device.