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:
Apr. 07, 2026

Filed:

Dec. 27, 2022
Applicant:

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

Inventors:

Andrew Geng, Madison, WI (US);

Pin-Yu Chen, White Plains, NY (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06V 10/774 (2022.01); G06F 40/284 (2020.01); G06V 10/80 (2022.01); G06V 20/62 (2022.01);
U.S. Cl.
CPC ...
G06V 10/774 (2022.01); G06F 40/284 (2020.01); G06V 10/806 (2022.01); G06V 20/62 (2022.01);
Abstract

Techniques to fine-tune a joint text-image encoder via model reprogramming. The joint text-image encoder includes an image encoder and a text encoder, which are trained. An image and a caption describing the image are received. A reprogrammed image is generated based on the received image and using a first function. A reprogrammed caption is generated based on the received caption and using a second function. The image encoder and the text encoder are further trained using the reprogrammed image and the reprogrammed caption. One or more parameters for each of the first and second functions are backpropagated to produce, via transfer learning, the fine-tuned joint text-image encoder.


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