@misc{ovtcharov2015accelerating, author = {Ovtcharov, Kalin and Ruwase, Olatunji and Kim, Joo-Young and Fowers, Jeremy and Strauss, Karin and Chung, Eric}, title = {Accelerating Deep Convolutional Neural Networks Using Specialized Hardware}, year = {2015}, month = {February}, abstract = {We describe the design of a convolutional neural network accelerator running on a Stratix V FPGA. The design runs at three times the throughput of previous FPGA CNN accelerator designs. We show that the throughput/watt is significantly higher than for a GPU, and project the performance when ported to an Arria 10 FPGA.}, publisher = {Microsoft Research}, url = {http://approjects.co.za/?big=en-us/research/publication/accelerating-deep-convolutional-neural-networks-using-specialized-hardware/}, }