HPIPE: Heterogeneous Layer-Pipelined and Sparse-Aware CNN Inference for FPGAs

Mathew Hall, Vaughn Betz

We present both a novel Convolutional Neural Network (CNN) accelerator architecture and a network compiler for FPGAs that outperforms all prior work. Instead of having generic proc…