SparsePixels: Efficient Convolution for Sparse Data on FPGAs

Ho Fung Tsoi, Dylan Rankin, Vladimir Loncar +1

Inference of standard convolutional neural networks (CNNs) on FPGAs often incurs high latency and a long initiation interval due to the deep nested loops required to densely convol…