Justin Knapheide

A Flexible Framework for Layer-Parallel CNN Training on FPGA Clusters

A flexible and scalable hardware/software framework for training CNNs on Ethernet-connected FPGA clusters using tightly pipelined layer parallelism, highlighting the potential of FPGA-based, layer-parallel training for separable-convolution-dominated CNNs.