Search Results for author: João Dinis Ferreira

Found 2 papers, 1 papers with code

RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs

1 code implementation15 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.

Quantization

SIMDRAM: A Framework for Bit-Serial SIMD Processing Using DRAM

no code implementations22 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

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