Ultra-low power neuromorphic execution of convolutional neural networks, page-43

This is what BRN says about their product "Comparisons to leading DNN accelerator devices show an order of magnitude better images/second/watt running industry standard benchmarks with MobileNet, MobileNet-SSD and Key Word Spotting, while maintaining excellent accuracy."

So lets elaborate above statements a bit, not going in depth.

1) MobileNet, MobileNet-SSD are CNNs.
2) "maintaining excellent accuracy." - They are not acceptable accuracy, that's the point as CNN cant guarantee that. Accuracy varies from 35%-90% depending on data that you feed and use to train the model.