PDF] Few-Shot Transfer Learning for Individualized Braking...

PDF] Few-Shot Transfer Learning for Individualized Braking Intent Detection on Neuromorphic Hardware
N Lutes, VSS Nadendla, K Krishnamurthy - arXiv preprint arXiv:2408.03336, 2024
Objective: This work explores use of a few-shot transfer learning method to train and implement a convolutional spiking neural network (CSNN) on a BrainChip Akida AKD1000 neuromorphic system-on-chip for developing individual-level, instead of traditionally used group-level, models using electroencephalographic data. The efficacy of the method is studied on an advanced driver assist system related task of predicting braking intention. Main Results: Efficacy of the above methodology to …