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ABSTRACT
This paper presents an online 3D modeling and tracking methodology that uses aerial photographs for mobile augmented reality. Instead of relying on models which are created in advance, the system generates a 3D model for a real building on the fly by combining frontal and aerial views with the help of an optical sensor, an inertial sensor, a GPS unit and a few mouse clicks. A user's initial pose is estimated using an aerial photograph, which is retrieved from a database according to the user's GPS coordinates, and an inertial sensor which measures pitch. To track the user's position and orientation in real-time, feature-based tracking is carried out based on salient points on the edges and the sides of a building the user is keeping in view. We implemented camera pose estimators using both a least squares and an unscented Kalman filter (UKF) approach. The UKF approach results in more stable and reliable vision-based tracking. We evaluate the speed and accuracy of both approaches, and we demonstrate the usefulness of our computations as important building blocks for an Anywhere Augmentation scenario.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Ronald Azuma , Yohan Baillot , Reinhold Behringer , Steven Feiner , Simon Julier , Blair MacIntyre, Recent Advances in Augmented Reality, IEEE Computer Graphics and Applications, v.21 n.6, p.34-47, November 2001
[doi> 10.1109/38.963459
]
|
| |
2
|
|
| |
3
|
|
| |
4
|
Coors, V., Huch, T., and Kretschmer, U. 1999. Matching buildings: Pose estimation in an urban environment. In Proceedings of ISAR'00, 89--92.
|
| |
5
|
|
| |
6
|
|
| |
7
|
Drummond, T., and Cipolla, R. 1999. Visual tracking and control using lie algebras. In Proceedings of IEEE Conf. on Computer Vision and Pattern Recognition'99, 652--657.
|
| |
8
|
|
| |
9
|
|
| |
10
|
Google, 2007. Google maps. http://maps.google.com/, May.
|
| |
11
|
|
| |
12
|
|
| |
13
|
Hofmann-Wellenhof, B., Lichtenegger, H., and Collins, J. 1997. Global Positioning System: Theory and Practice. Springer.
|
| |
14
|
Höllerer, T., Wither, J., and DiVerdi, S. 2007. Anywhere Augmentation: Towards Mobile Augmented Reality in Unprepared Environments. G. Gartner, M. P. Peterson, and W. Cartwright (Eds.), Location Based Services and TeleCartography, Series: Lecture Notes in Geoinformation and Cartography, Springer Verlag.
|
| |
15
|
Intel, 2007. Open source computer vision library. http://www.intel.com/technology/computing/opencv/, May.
|
| |
16
|
Julier, S., and Uhlmann, J. 2004. Unscented filtering and nonlinear estimation. In Proceedings of the IEEE, vol. 92, 401--422.
|
| |
17
|
Julier, S., Uhlmann, J., and Durrant-Whyte, H. 1995. A new approach for filtering nonlinear systems. In Proceedings of the American Control Conference, 1628--1632.
|
| |
18
|
|
| |
19
|
Lucas, B., and Kanade, T. 1981. An iterative image registration technique with an application to stereo vision. In Proceedings of the International Joint Conference on Artificial Intelligence, 674--679.
|
| |
20
|
|
| |
21
|
PTGrey, 2007. Point grey research inc. http://www.ptgrey.com/, May.
|
| |
22
|
Reitmayr, G., and Drummond, T. 2006. Going out: Robust model-based tracking for outdoor augmented reality. In Proceedings of IEEE ISMAR'06, 109--118.
|
| |
23
|
Miguel Ribo , Peter Lang , Harald Ganster , Markus Brandner , Christoph Stock , Axel Pinz, Hybrid Tracking for Outdoor Augmented Reality Applications, IEEE Computer Graphics and Applications, v.22 n.6, p.54-63, November 2002
[doi> 10.1109/MCG.2002.1046629
]
|
| |
24
|
|
| |
25
|
|
| |
26
|
Shi, J., and Tomasi, C. 1994. Good features to track. In Proceedings of CVPR'94, 593--600.
|
| |
27
|
Simon, G., Fitzgibbon, A., and Zisserman, A. 2000. Markerless tracking using planar structures in the scene. In Proceedings of IEEE and ACM ISAR'00, 120--128.
|
| |
28
|
|
| |
29
|
Wan, E., and Merwe, R. V. D. 2000. Unscented filtering and nonlinear estimation. In Proceedings of Adaptive Systems for Signal Processing, Communications, and Control Symposium '00, 153--158.
|
| |
30
|
Wither, J., DiVerdi, S., and Höllerer, T. 2006. Using aerial photographs for improved mobile ar annotation. In Proceedings of IEEE ISMAR'06, 159--162.
|
| |
31
|
Yahoo, 2007. Yahoo maps. http://maps.yahoo.com/, May.
|
| |
32
|
|
|