A Time-Domain Binary CNN Engine With Error-Detection-Based Resilience in 28nm CMOS

Zhikuang Cai,Boyang Cheng,Yuxuan Du,Xinchao Shang,Weiwei Shan

IEEE Transactions on Circuits and Systems II: Express Briefs（2021）

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摘要

Due to the increasing demand of high energy-efficient processor for deep neural networks, traditional neural network engines with high-precision weights and activations that usually occupies huge on/off-chip resources with large power consumption are no longer suitable for Internet-of-Things applications. Binary neural networks (BNNs) reduce memory size and computation complexity, achieving drasti...

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关键词

Engines,Neural networks,Energy efficiency,Convolution,Delays,Hardware,Time-domain analysis

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