3 citations · 3 across the 2 of their papers we have counts for
2 papers
cs.DC2024★ 3 cited
Beyond Inference: Performance Analysis of DNN Server Overheads for Computer Vision
Ahmed F. AbouElhamayed, Susanne Balle, Deshanand Singh +1
Deep neural network (DNN) inference has become an important part of many data-center workloads. This has prompted focused efforts to design ever-faster deep learning accelerators s…
cs.AR2023
PQA: Exploring the Potential of Product Quantization in DNN Hardware Acceleration
Ahmed F. AbouElhamayed, Angela Cui, Javier Fernandez-Marques +2
Conventional multiply-accumulate (MAC) operations have long dominated computation time for deep neural networks (DNNs), espcially convolutional neural networks (CNNs). Recently, pr…