no code implementations • 18 Dec 2021 • Xiaying Wang, Lukas Cavigelli, Tibor Schneider, Luca Benini
Motor imagery brain--machine interfaces enable us to control machines by merely thinking of performing a motor action.
1 code implementation • 22 Feb 2021 • Xiaying Wang, Tibor Schneider, Michael Hersche, Lukas Cavigelli, Luca Benini
With Motor-Imagery (MI) Brain--Machine Interfaces (BMIs) we may control machines by merely thinking of performing a motor action.
1 code implementation • 24 Apr 2020 • Tibor Schneider, Xiaying Wang, Michael Hersche, Lukas Cavigelli, Luca Benini
We quantize weights and activations to 8-bit fixed-point with a negligible accuracy loss of 0. 4% on 4-class MI, and present an energy-efficient hardware-aware implementation on the Mr. Wolf parallel ultra-low power (PULP) System-on-Chip (SoC) by utilizing its custom RISC-V ISA extensions and 8-core compute cluster.