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Irrelevant Pixels are Everywhere: Find and Exclude Them for More Efficient Computer Vision

Irrelevant Pixels are Everywhere: Find and Exclude Them for More Efficient Computer Vision

Computer vision is often performed using Convolutional Neural Networks (CNNs). CNNs are compute-intensive and challenging to deploy on power-contrained systems such as mobile and Internet-of-Things (IoT) devices. CNNs are computeintensive because they indiscriminately compute many features on all pixels of the input image. We observe that, given a computer vision …