Abstract
A real-time 3D tracking system based on CAD model is proposed in this paper. The strategy in the tracking process includes both template-based and keypoint-based approaches. Compared with traditional CAD model-based tracking, a more accurate initial camera pose can be provided for the following feature-based operation which can accelerate the convergence of camera pose estimation. Using template-based method reduces the demand for textures of the tracking object to improve the universality of the system. Furthermore, adaptive visual feature extraction within the feature-based tracking is adopted in the experiment, and feature homogenization and other methods is also chosen to enhance the robustness and interference immunity of the system. Finally, the effectiveness and stability of the methods proposed in this paper is verified through the experiment of tracking targets in the image sequence.
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References
Harris, C.: Tracking with Rigid Objects. MIT Press, Cambridge (1992)
Drummond, T., Cipolla, R.: Real-time visual tracking of complex structures. IEEE Tran. Pattern Anal. Mach. Intell. 24(7), 932–946 (2002)
Wuest, H., Stricker, D.: Adaptive line tracking with multiple hypotheses for augmented reality. In: Proceedings of the Fourth IEEE and ACM International Symposium on Mixed and Augmented Reality, pp. 62–69 (2005)
Gouet, B.L.V.: SAP: a robust approach to track objects in video streams with snakes and points. In: 15th British Machine Vision Conference, vol. 2, pp. 737–746 (2004)
Harris, C., Stephens, M.: A Combined corner and edge detector. In: Proceedings of the Fourth Alvey Vision Conference, pp. 147–151 (1988)
Bay, H., Tuytelaars, T.: SURF: speeded up robust features. Comput. Vis. Image Underst. 110(3), 346–359 (2008)
Rubble, E., Rabaud, V.: ORB: an efficient alternative to SIFT or SURF. In: International Conference on Computer Vision, vol. 11, no. 58, pp. 2564–2571 (2012)
Vacchetti, L., Lepetit, V., Fua, P.: Combining edge and texture information for real-time accurate 3D camera tracking. In: International Symposium on Mixed and Augmented Reality, pp. 48–57 (2004)
Marchand, E., Chaumette, F.: Real-time markerless tracking for augmented reality: the virtual visual servoing framework. IEEE Trans. Vis. Comput. Graph. 12(4), 615–628 (2002)
Choi, C., Christensen, H.I.: Real-time 3D model-based tracking using edge and keypoint features for robotic manipulation. In: IEEE International Conference on Robotics and Automation (ICRA), Alaska, USA (2010)
Acknowledgments
The work is sponsored by the Seed Foundation of Innovation and Creation for Graduate Students in Northwestern Polytechnical University (No. Z2017139).
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© 2018 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
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Wang, L., Lv, G., Zhang, N., Yu, Y. (2018). Combining Computer Graphics and Feature for 3D Camera Tracking Based on CAD Model. In: Li, B., Shu, L., Zeng, D. (eds) Communications and Networking. ChinaCom 2017. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 237. Springer, Cham. https://doi.org/10.1007/978-3-319-78139-6_3
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DOI: https://doi.org/10.1007/978-3-319-78139-6_3
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