Brendan Hertel

One-Shot Multimodal Learning from Demonstration with Force-Constrained Elastic Maps

A novel one-shot multimodal LfD framework for the segmentation, encoding, and reproduction of force-inclusive demonstrations is proposed, introducing a multimodal probabilistic segmentation method that adaptively weighs spatial and force modalities over time, enabling the automatic extraction of force-aware motion prim...