Roy H. Jennings

HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs

Recent work in network quantization produced state-of-the-art results using mixed precision quantization. An imperative requirement for many efficient edge device hardware implementations is that their quantizers are uniform and with power-of-two thresholds. In this work, we introduce the Hardware F…