Scalable FPGA Accelerator for Deep Convolutional Neural Networks with Stochastic Streaming.

IEEE Transactions on Multi-Scale Computing Systems（2018）

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摘要

FPGA-based heterogeneous computing platform, due to its extreme logic reconfigurability, emerges to be a strong contender as computing fabric in modern AI. As a result, various FPGA-based accelerators for deep CNN—the key driver of modern AI—have been proposed due to their advantages of high performance, reconfigurability, and fast development round, etc. In general, the consensus among researcher...

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关键词

Field programmable gate arrays,Computer networks,Convolutional neural networks,Stochastic processes,Memory management

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