Deep Inference for Covariance Estimation: Learning Gaussian Noise Models for State Estimation

We present a novel method of measurement covariance estimation that models measurement uncertainty as a function of the measurement itself. Existing work in predictive sensor modeling outperforms conventional fixed models, but requires domain knowledge of the sensors that heavily influences the accu...

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Bibliographic Details
Main Authors: Liu, Katherine (Author), Ok, Kyel (Author), Vega-Brown, William R (Author), Roy, Nicholas (Author)
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor)
Format: Article
Language:English
Published: IEEE, 2020-01-24T15:21:14Z.
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