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Registered CONVOLUTIONAL OPERATION DEVICE WITH DIMENSIONAL CONVERSION

Inventors
Suk Jung Hee, Chun-Gi Lyuh
Application No.
16682011 (2019.11.13)
Publication No.
20200167405 (2020.05.28)
Registration No.
11487845 (2022.11.01)
Country
UNITED STATES
Project Code
18HS3300, Development of Driving Computing System Supporting Real-time Sensor Fusion Processing for Self-Driving Car, Kim Sung Hoon
Abstract
A convolutional operation device for performing convolutional neural network processing includes an input sharing network including first and second input feature map registers configured to shift each input feature map, which is inputted in row units, in a row or column direction and output the shifted input feature map and arranged in rows and columns, a first MAC array connected to the first input feature map registers, an input feature map switching network configured to select one of the first and second input feature map registers, a second MAC array connected to one selected by the input feature map switching network among the first and second input feature map registers, and an output shift network configured to shift the output feature map from the first MAC array and the second MAC array to transmit the shifted output feature map to an output memory.
KSP Keywords
Convolution neural network(CNN), Feature Map, Network processing, Switching network, neural network