unfortunately they are slower than real-time. A method
combining contour algorithms and Kalman filter shows a good
balance of robustness and speed.
Before applying the proposed methods to real data, the
algorithms were tested on several synthetic video records that
were generated for various lighting condition and dynamic
trajectories. The results presented show that the method can be
used for algorithmic support of automatic space ship docking. A
less detailed 3D representation and/or the usage of several
LODs (levels of detail) depending on the distance to the ISS
should improve the speed and accuracy of the tracking. In order
to estimate the parameters of movement of the space cargo ship
relative to the ISS in a more reliable way, it is highly desirable
to use values provided by the ship navigation system. The issue
of the best combination of various algorithms in the course of
object tracking for real on-board video recording requires
additional research.
References from Journals:
Geusebroek, J.-M., Smeulders, A.W.M., van de Weijer, J.,
2003. Fast anisotropic Gauss filtering. IEEE Transactions on
Image Processing, 12, pp. 938-943.
Lepetit, V., Fua, P., 2005. Monocular model-based 3D tracking
of rigid objects: a survey. Foundations and Trends in Computer
Graphics and Vision, 1, pp. 1-89.
Lowe, D.G., 1991. Fitting parameterized three-dimensional
models to images. [EEE Transactions on Pattern Analysis and
Machine Intelligence, 13, pp. 441-450.
References from Other Literature:
Calonder, M., Lepetit, V., Strecha, C., Fua, P., 2010. BRIEF:
Binary Robust Independent Elementary Features, Proceedings
of the 11th European Conference on Computer Vision (ECCV),
pp. 778-792.
Vacchetti, L., Lepetit, V., Fua P., 2004. Combining edge and
texture information for real-time accurate 3D camera tracking.
Proceedings of the International Symposium on Mixed and
Augmented Reality (ISMAR), pp. 48-57.
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