Design of Quantized CNN Acceleration System Based on FPGA

The convolution layer and full connection layer in the deep Convolutional Neural Network(CNN) model contain a large number of convolution operations, resulting in a significant increase in network scale, parameters, and computation.Deep CNNs are unsuitable for the mobile device environment, and the...

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Bibliographic Details
Published in:Jisuanji gongcheng
Main Author: GONG Jie, ZHAO Shuo, HE Hu, DENG Ning
Format: Article
Language:English
Published: Editorial Office of Computer Engineering 2022-03-01
Subjects:
convolutional neural network(cnn)|dynamic fiexed-point quantization|hardware acceleration|field programmable gate array(fpga)|model compression
Online Access:https://www.ecice06.com/fileup/1000-3428/PDF/20220322.pdf

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https://www.ecice06.com/fileup/1000-3428/PDF/20220322.pdf

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