Perception Beyond Sensors Under Uncertainty
Masha Itkina · Proceedings of the AAAI Conference on Artificial Intelligence · 2021
My research aims to enable spatiotemporal inference in mobile robot perception systems. Specifically, the proposed thesis presents learning-based approaches to the tasks of behavior prediction and occlusion inference that explicitly account for the associated aleatoric and epistemic uncertainty.