Arash Arami

This paper introduces a subtype-aware FOG augmentation technique using Hi-CF cGAN to improve FOG detection across subtypes, achieving higher detection rates for minor subtypes.

This paper modifies a velocity-field based controller for lower limb exoskeletons to improve performance by adjusting the path speed parameter, showing reduced tracking error and increased knee motion.

This paper develops a feature-mask-based CNN to detect freezing of gait subtypes, finding that manifestation-specific models improve detection sensitivity and specificity compared to general models.