Perception Beyond Sensors Under Uncertainty

Abstract

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.

Cite

Text

Itkina. "Perception Beyond Sensors Under Uncertainty." AAAI Conference on Artificial Intelligence, 2021. doi:10.1609/AAAI.V35I18.17855

Markdown

[Itkina. "Perception Beyond Sensors Under Uncertainty." AAAI Conference on Artificial Intelligence, 2021.](https://mlanthology.org/aaai/2021/itkina2021aaai-perception/) doi:10.1609/AAAI.V35I18.17855

BibTeX

@inproceedings{itkina2021aaai-perception,
  title     = {{Perception Beyond Sensors Under Uncertainty}},
  author    = {Itkina, Masha},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2021},
  pages     = {15716-15717},
  doi       = {10.1609/AAAI.V35I18.17855},
  url       = {https://mlanthology.org/aaai/2021/itkina2021aaai-perception/}
}