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. 13, 2025

Filed:

Sep. 20, 2021
Applicant:

Arm Limited, Cambridge, GB;

Inventors:

Daren Croxford, Swaffham Prior, GB;

Sharjeel Saeed, Cambridge, GB;

Rachel Jean Trimble, Grindleford, GB;

Assignee:

Arm Limited, Cambridge, GB;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06F 18/10 (2023.01); G06F 18/211 (2023.01); G06N 3/0464 (2023.01); G06N 3/08 (2023.01); G06V 10/75 (2022.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 18/10 (2023.01); G06F 18/211 (2023.01); G06N 3/0464 (2023.01); G06V 10/751 (2022.01);
Abstract

There is provided a data processing apparatus for performing machine learning. The data processing apparatus includes convolution circuitry for convolving a plurality of neighbouring regions of input data using a kernel to produce convolution outputs. Max-pooling circuitry determines and selects the largest of the convolution outputs as a pooled output and prediction circuitry performs a size prediction of the convolution outputs based on the neighbouring regions, wherein the size prediction is performed prior to the max-pooling circuitry determining the largest of the convolution outputs and adjusts a behaviour of the convolution circuitry based on the size prediction.


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