Design of Sparse CNN Accelerator Based on Inter-Frame Data Reuse

Convolutional Neural Network(CNN)are widely used for object detection and other tasks in video applications. However, conventional CNN accelerators focus only on the acceleration of single-image inferences and do not use data redundancy between successive video frames to accelerate video tasks. CNN...

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Vydané v:	Ji suan ji gong cheng Ročník 49; číslo 12; s. 55 - 62
Hlavný autor:	Qirun HONG, Qin WANG
Médium:	Journal Article
Jazyk:	Chinese English
Vydavateľské údaje:	Editorial Office of Computer Engineering 15.12.2023
Predmet:	convolutional neural network(cnn)|low-precision quantization|inter-frame data reuse|winograd algorithm|accelerator|field programmable gate array(fpga)
ISSN:	1000-3428
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