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DeepPump: Multi-pumping deep Neural Networks

Ruizhe Zhao, Tim Todman, Wayne Luk, Xinyu Niu
2017 2017 IEEE 28th International Conference on Application-specific Systems, Architectures and Processors (ASAP)  
INTRODUCTION This paper presents DeepPump, a novel approach for generating and optimising hardware designs of deep Convolutional Neural Networks (CNNs) with multi-pumping on FPGA platforms.  ...  DEEPPUMP FRAMEWORK DeepPump contains a multi-pumped streaming architecture, in which an input stream of feature maps is buffered and computed, and the computation units are multi-pumped.  ... 
doi:10.1109/asap.2017.7995281 dblp:conf/asap/ZhaoTLN17 fatcat:evau5vgk25eplf6ebls24qz2tq