[R] Going Deeper in Spiking Neural Networks: VGG and Residual Architectures • r/MachineLearning

While an estimate of the actual energy consumption reduction for SNN mode of operation is outside the scope of this current work, we provide an intuitive insight by providing the number of computations per synaptic operation being performed in the ANN versus the SNN ... The energy consumption reduction for our SNN implementation is expected to be 16.2 for the VGG network and 13.3 for the ResNet in comparison to the original ANN implementation