LeNet‐5 improvement based on FPGA acceleration

Yong Hou, Zhang Bao Chen · The Journal of Engineering · 2020

Deep learning is a branch of traditional machine learning. Thanks to the leap in computer hardware computing power in recent years, deep learning has become one of the hot topics. In view of the inefficiency of the traditional LeNet‐5, here, LeNet‐5 is improved by using the FPGA to accelerate the LeNet‐5. Finally, by training the handwritten digit recognition model experiment, it is verified that the improved LeNet‐5 model has a great improvement in terms of efficiency and accuracy.

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