108 citations · 234 across the 37 of their papers we have counts for
3 papers · 1 filter
SAMO: Optimised Mapping of Convolutional Neural Networks to Streaming Architectures
Alexander Montgomerie-Corcoran, Zhewen Yu, Christos-Savvas Bouganis
Significant effort has been placed on the development of toolflows that map Convolutional Neural Network (CNN) models to Field Programmable Gate Arrays (FPGAs) with the aim of auto…
perf4sight: A toolflow to model CNN training performance on Edge GPUs
Aditya Rajagopal, Christos-Savvas Bouganis
The increased memory and processing capabilities of today's edge devices create opportunities for greater edge intelligence. In the domain of vision, the ability to adapt a Convolu…
Performance landscape of resource-constrained platforms targeting DNNs
Panagiotis Miliadis, Christos-Savvas Bouganis, Dionisios Pnevmatikatos
Over the recent years, a significant number of complex, deep neural networks have been developed for a variety of applications including speech and face recognition, computer visio…