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.  ...