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:
Feb. 10, 2026

Filed:

Sep. 18, 2023
Applicant:

Wisconsin Alumni Research Foundation, Madison, WI (US);

Inventors:

Matthew Dutson, Middleton, WI (US);

Yin Li, Madison, WI (US);

Mohit Gupta, Madison, WI (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/00 (2022.01); G06V 10/82 (2022.01); G06V 10/86 (2022.01);
U.S. Cl.
CPC ...
G06V 10/82 (2022.01); G06V 10/86 (2022.01);
Abstract

Methods and systems for processing frame data are disclosed. The methods and systems include: obtaining a sequence of data, the sequence comprising at least a first frame; applying the sequence of data to a machine learning model; and providing an inference result based on the machine learning output score from the machine learning model. The machine learning model is configured to: determine at least one token-level error based on a difference between at least one token of a first representation corresponding to the first frame and a second representation; perform a first transformer operation based on the token subset to produce an output representation corresponding to the token subset; scatter the output representation to a buffer representation corresponding to the first representation; and produce a machine learning output score based on the buffer representation. Other aspects, embodiments, and features are also claimed and described.


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