EKF-based self-attitude estimation with DNN learning landscape information

Abstract This paper presents an EKF-based self-attitude estimation with a DNN (deep neural network) learning landscape information. The method integrates gyroscopic angular velocity and DNN inference in the EKF. The DNN predicts a gravity vector in a camera frame. The input of the network is a camer...

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Bibliographic Details
Main Authors: Ryota Ozaki, Yoji Kuroda
Format: Article
Language:English
Published: SpringerOpen 2021-03-01
Series:ROBOMECH Journal
Subjects:
Online Access:https://doi.org/10.1186/s40648-021-00196-3