Improving the Energy Efficiency and Robustness of tinyML Computer Vision using Log-Gradient Input Images

Qianyun Lu, Boris Murmann

This paper studies the merits of applying log-gradient input images to convolutional neural networks (CNNs) for tinyML computer vision (CV). We show that log gradients enable: (i)…