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Bandwidth Optimization Through On-Chip Memory Restructuring for HLS
High-level synthesis (HLS) is getting increasing attention from both academia and industry for high-quality and high-productivity …
Jason Cong
,
Peng Wei
,
Cody Hao Yu
,
Peipei Zhou
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Caffeine: Towards Uniformed Representation and Acceleration for Deep Convolutional Neural Networks
With the recent advancement of multilayer convolutional neural networks (CNN), deep learning has achieved amazing success in many …
Chen Zhang
,
Zhenman Fang
,
Peipei Zhou
,
Peichen Pan
,
Jason Cong
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Poster
Energy Efficiency of Full Pipelining: A Case Study for Matrix Multiplication
Customized pipeline designs that minimize the pipeline initiation interval (II) maximize the throughput of FPGA accelerators designed …
Peipei Zhou
,
Hyunseok Park
,
Zhenman Fang
,
Jason Cong
,
André DeHon
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Poster
A Fully Pipelined and Dynamically Composable Architecture of CGRA
Future processor chips will not be limited by the transistor resources, but will be mainly constrained by energy efficiency. …
Jason Cong
,
Hui Huang
,
Chiyuan Ma
,
Bingjun Xiao
,
Peipei Zhou
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