Global Descriptors for Visual Pose Estimation of a Non-Cooperative Target in Space Rendezvous
This paper proposes methods based on global descriptors to estimate the pose of a known objectusing a monocular camera, in the context of space rendezvous between an autonomous spacecraft anda non-cooperative target. These methods estimate the pose by detection, i.e., they require no priorinformatio...
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Veröffentlicht in: | IEEE transactions on aerospace and electronic systems 2021-12, Vol.57 (6), p.4197-4212 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This paper proposes methods based on global descriptors to estimate the pose of a known objectusing a monocular camera, in the context of space rendezvous between an autonomous spacecraft anda non-cooperative target. These methods estimate the pose by detection, i.e., they require no priorinformation about the pose of the observed object, making them suitable for initial pose acquisition andthe monitoring of faults in other on-board estimators. An approach is presented to fully retrieve theobject’s pose using a pre-computed set of invariants and geometric moments. Three classes of globalinvariant features are analyzed, based on complex moments, Zernike moments and Fourier descriptors.The robustness of the different invariants is tested under various conditions and their performance isdiscussed and compared. The method offers a fast and robust solution for pose estimation by detection,with a low computational complexity that is compatible with space-qualified processors. |
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ISSN: | 0018-9251 |
DOI: | 10.1109/TAES.2021.3086888 |