Dilate-Invariant Temporal Convolutional Network for Real-Time Edge Applications

IEEE Transactions on Circuits and Systems I: Regular Papers(2022)

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摘要
Temporal Convolutional Networks (TCNs) involving mono channels as input, have shown superior performance compared to state-of-the-art sequence detection recursive networks in a variety of applications. TCNs leverage the concept of dilated causal convolution for a wider receptive field coverage of input (mono) channels, which requires scaling the delay between input samples in Multiply-Accumulate (...
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关键词
Convolution,MONOS devices,Real-time systems,Pipelines,Delays,Finite impulse response filters,Registers
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