Before revision:  System evaluations performed on networks like AlexNet, VGG16 and ResNet18 show that the proposed architecture, mapping, and data flow can provide up to 23x and 6.5x benefits over a GPU and an ideal conventional (non-PIM) baseline architecture with infinite compute bandwidth, respectively .
After revision:  System evaluations performed on networks like AlexNet, VGG16 and ResNet18 show that the proposed architecture, mapping, and data flow can provide up to 23x and 6.5x speedup over an ideal von Neumann architecture with infinite compute bandwidth, respectively .