4 papers · 1 filter
Event-LAB: Towards Standardized Evaluation of Neuromorphic Localization Methods
Adam D. Hines, Alejandro Fontan, Michael Milford +1
Event-based localization research and datasets are a rapidly growing area of interest, with a tenfold increase in the cumulative total number of published papers on this topic over…
Pixi: Unified Software Development and Distribution for Robotics and AI
Tobias Fischer, Wolf Vollprecht, Bas Zalmstra +8
The reproducibility crisis in scientific computing constrains robotics research. Existing studies reveal that up to 70% of robotics algorithms cannot be reproduced by independent t…
A compact neuromorphic system for ultra-energy-efficient, on-device robot localization
Adam D. Hines, Michael Milford, Tobias Fischer
Neuromorphic computing offers a transformative pathway to overcome the computational and energy challenges faced in deploying robotic localization and navigation systems at the edg…
VPRTempo: A Fast Temporally Encoded Spiking Neural Network for Visual Place Recognition
Adam D. Hines, Peter G. Stratton, Michael Milford +1
Spiking Neural Networks (SNNs) are at the forefront of neuromorphic computing thanks to their potential energy-efficiency, low latencies, and capacity for continual learning. While…