NEURAL PROCESSING APPARATUS AND METHOD WITH NEURAL NETWORK POOL PROCESSING

Patent №

US 11,640,538

Granted

2023-05-02

Filed 2020

Owner

SAMSUNG ELECTRONICS CO., LTD.

+1 more

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16826373

A processor-implemented method of a neural network includes obtaining intermediate pooling results, respectively corresponding to sub-pooling kernels obtained by decomposing an original pooling kernel, by performing a pooling operation on input pixels included in a current window in an input feature map with the sub-pooling kernels, obtaining a final pooling result corresponding to the current window by post-processing the intermediate pooling results, and determining an output pixel value of an output feature map, based on the final pooling result, wherein the current window is determined according to the original pooling kernel having been slid, according to a raster scan order, in the input feature map.

Machine learningVisionAI hardwareG06N 3/10G06N 3/04G06N 3/045G06N 3/0464G06N 3/048G06N 3/063G06T 1/20

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Evolutionary computation0.00
Knowledge representation0.00
Natural language0.00
Speech0.00
Planning0.00

Ownership

SAMSUNG ELECTRONICS CO., LTD.

assignment · 521900293

SEOUL NATIONAL UNIVERSITY R&DB FOUNDATION

assignment · 521900293

Assignors

PARK, HYUNSUN, HA, SOONHOI, KANG, DONGHYUN, KANG, JINTAEK

On an employer assignment, the assignors are typically the inventors.

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