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:
Jul. 01, 2025

Filed:

Feb. 05, 2021
Applicant:

The Regents of the University of California, Oakland, CA (US);

Inventors:

Arun Kumar, San Diego, CA (US);

Supun Nakandala, San Diego, CA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 16/2453 (2019.01); G06V 10/75 (2022.01); G06V 10/82 (2022.01); G06V 20/40 (2022.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/24535 (2019.01); G06V 10/751 (2022.01); G06V 10/759 (2022.01); G06V 10/82 (2022.01); G06V 20/41 (2022.01);
Abstract

A method may include generating views materializing tensors generated by a convolutional neural network operating on an image. Determining the outputs of the convolutional neural network operating on the image with a patch occluding various portions of the image. The outputs being determined by generating queries on the views that performs, based at least on the changes associated with occluding different portions of the image, partial re-computations of the views. A heatmap may be generated based on the outputs of the convolutional neural network. The heatmap may indicate the quantities to which the different portions of the image contribute to the output of the convolutional neural network operating on the image. Related systems and articles of manufacture, including computer program products, are also provided.


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Kumar, Arun. (2025). Query optimization for deep convolutional neural network inferences (U.S. Patent No. 12346812). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12346812

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