Training CNNs faster with Dynamic Input and Kernel Downsampling

Zissis Poulos, Ali Nouri, Andreas Moshovos

We reduce training time in convolutional networks (CNNs) with a method that, for some of the mini-batches: a) scales down the resolution of input images via downsampling, and b) re…