HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation

Yao Chen, Junhao Pan, Xinheng Liu +2

Quantization for CNN has shown significant progress with the intention of reducing the cost of computation and storage with low-bitwidth data representations. There are, however, n…