S2 Engine: A Novel Systolic Architecture for Sparse Convolutional Neural Networks

Convolutional neural networks (CNNs) have achieved great success in performing cognitive tasks. However, execution of CNNs requires a large amount of computing resources and generates heavy memory traffic, which imposes a severe challenge on computing system design. Through optimizing parallel execu...

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Veröffentlicht in:IEEE transactions on computers 2022-06, Vol.71 (6), p.1440-1452
Hauptverfasser: Yang, Jianlei, Fu, Wenzhi, Cheng, Xingzhou, Ye, Xucheng, Dai, Pengcheng, Zhao, Weisheng
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Sprache:eng
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