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:
May. 06, 2025

Filed:

Jul. 14, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Xiaolong Wang, Campbell, CA (US);

Qinghan Xue, Sunnyvale, CA (US);

Abhishek Kolagunda, San Jose, CA (US);

Steven Nicholas Eliuk, San Jose, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2022.12); G06N 3/08 (2022.12); G06N 3/10 (2005.12);
U.S. Cl.
CPC ...
G06N 3/04 (2012.12); G06N 3/08 (2012.12); G06N 3/10 (2012.12);
Abstract

A method, a computer program product, and a computer system fuse features for multi-modal classifications for a plurality of modality inputs. The method includes receiving a request indicative of the modality inputs to be selected. The method includes performing an embeddings level fusion operation to concatenate features from the modality inputs. The method includes performing a multi-modal discriminative feature level fusion operation that integrates feature representations learned by applying different network structures on the modality inputs. The method includes determining weights of the concatenated features and the feature representations based on a measure of the concatenated features and the feature representations indicative of affecting a final prediction performance. The method includes generating fused features for the modality inputs based on the concatenated features, the feature representations, and the weights. The method includes generating a response to the request based on the fused features. The method includes transmitting the response.


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