An Energy-Efficient Sparse MobileNetV1 FPGA Accelerator With Chained Depthwise Separable Convolution and Computation-Aware Pruning
MobileNet has been widely adopted in mobile applications due to its lightweight architecture based on depthwise separable convolution (DSC). However, developing an efficient MobileNet accelerator remains hard as the DSC consists of two heterogeneous operations, depthwise convolution (DWC) and pointwise convolution (PWC...