1 code implementation • 15 Jan 2023 • André Santos, João Dinis Ferreira, Onur Mutlu, Gabriel Falcao
However, the large strides in accuracy obtained by CNNs have been derived from increasing the complexity of network topologies, which incurs sizeable performance and energy penalties in the training and inference of CNNs.
no code implementations • 22 Dec 2020 • Nastaran Hajinazar, Geraldo F. Oliveira, Sven Gregorio, João Dinis Ferreira, Nika Mansouri Ghiasi, Minesh Patel, Mohammed Alser, Saugata Ghose, Juan Gómez-Luna, Onur Mutlu
Compared to a CPU and a high-end GPU, SIMDRAM is 257x and 31x more energy-efficient, while providing 93x and 6x higher operation throughput, respectively.
Hardware Architecture Distributed, Parallel, and Cluster Computing Emerging Technologies