Novel grouped-convolution block and tuning algorithm for precomputed 1D-CNNs enables 95% F1 atrial-fibrillation detection on MIT-BIH ECG using 2844 LUTs on AMD Spartan-7 S15 with zero DSPs or BRAM.
NullaNet Tiny: Ultra-low-latency DNN Inference Through Fixed-function Combinational Logic,
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Precomputed 1D-CNNs for Atrial Fibrillation Detection on Tiny Smart Sensor Systems
Novel grouped-convolution block and tuning algorithm for precomputed 1D-CNNs enables 95% F1 atrial-fibrillation detection on MIT-BIH ECG using 2844 LUTs on AMD Spartan-7 S15 with zero DSPs or BRAM.