Efficient CNN Inference on Ultra-Low-Power MCUs via Saturation-Aware Convolution

Shiming Li, Luca Mottola, Yuan Yao +1

Quantized CNN inference on ultra-low-power MCUs incurs unnecessary computations in neurons that produce saturated output values. These values are too extreme and are eventually cla…