An OpenCL™ Deep Learning Accelerator on Arria 10

  title={An OpenCL™ Deep Learning Accelerator on Arria 10},
  author={Utku Aydonat and Shane O'Connell and Davor Capalija and Andrew C. Ling and Gordon R. Chiu},
Convolutional neural nets (CNNs) have become a practical means to perform vision tasks, particularly in the area of image classification. FPGAs are well known to be able to perform convolutions efficiently, however, most recent efforts to run CNNs on FPGAs have shown limited advantages over other devices such as GPUs. Previous approaches on FPGAs have often been memory bound due to the limited external memory bandwidth on the FPGA device. We show a novel architecture written in OpenCL(TM… CONTINUE READING
Highly Cited
This paper has 24 citations. REVIEW CITATIONS