39 citations · 47 across the 6 of their papers we have counts for
3 papers · 1 filter
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques
JunKyu Lee, Lev Mukhanov, Amir Sabbagh Molahosseini +6
Deep learning is pervasive in our daily life, including self-driving cars, virtual assistants, social network services, healthcare services, face recognition, etc. However, deep ne…
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers
Alexandra Samsonova, Barry J. Devereux, Georgios Karakonstantis +1
Brain-Computer Interfaces (BCIs) enable converting the brain electrical activity of an interface user to the user commands. BCI research studies demonstrated encouraging results in…
Leveraging Transprecision Computing for Machine Vision Applications at the Edge
Umar Ibrahim Minhas, Lev Mukhanov, Georgios Karakonstantis +2
Machine vision tasks present challenges for resource constrained edge devices, particularly as they execute multiple tasks with variable workloads. A robust approach that can dynam…