Model estimation and selection towardsunconstrained real-time tracking and mapping

IEEE Transactions on Visualization and Computer Graphics

Volumn 20, Issue 6, 2014, Pages 825-838

  Gauglitz, Steffen ^a   Sweeney, Chris ^a   Ventura, Jonathan ^b   Turk, Matthew ^a   Höllerer, Tobias ^a  

^a University of California   (United States)

^b GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

augmented reality; GRIC score; initialization free; keyframe based; model selection; panorama mapping; simultaneous localization and mapping; Visual tracking

Indexed keywords

AUGMENTED REALITY; CAMERAS; GEOMETRICAL OPTICS; MATHEMATICAL TECHNIQUES; THREE DIMENSIONAL;

GRIC SCORE; INITIALIZATION-FREE; KEYFRAME-BASED; MODEL SELECTION; SIMULTANEOUS LOCALIZATION AND MAPPING; VISUAL TRACKING;

MAPPING;

EID: 84900012192     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2013.243     Document Type: Article

References (44)

1. H. Akaike, "A New Look at the Statistical Model Identification, " IEEE Trans. Automatic Control, vol. 19, no. 6, pp. 716-723, Dec. 1974.
2. S. Baker and I. Matthews, "Lucas-Kanade 20 Years on: A Unifying Framework: Part 1," Technical Report CMU-RI-TR-02-16, Robotics Inst., Carnegie Mellon Univ., July 2002.
3. J. Civera, A. Davison, and J. Montiel, "Inverse Depth Parametrization for Monocular SLAM," IEEE Trans. Robotics, vol. 24, no. 5, pp. 932-945, Oct. 2008.
4. J. Civera, A. Davison, and J. Montiel, "Interacting Multiple Model Monocular SLAM," Proc. IEEE Int'l Conf. Robotics and Automation (ICRA), pp. 3704-3709, 2008.
5. C. Coffin, J. Ventura, and T. Höllerer, "A Repository for the Evaluation of Image-Based Orientation Tracking Solutions," Proc. Second Int'l Trak Mark Workshop in Conjunction with ISMAR 2011, 2011.
6. A.J. Davison, I.D. Reid, N.D. Molton, and O. Stasse, "Mono SLAM: Real-Time Single Camera SLAM," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 6, pp. 1052-1067, June 2007.
7. S. DiVerdi, J. Wither, and T. Höllerer, "All Around the Map: Online Spherical Panorama Construction," Computers and Graphics, vol. 33, no. 1, pp. 73-84, 2009.
8. E. Eade and T. Drummond, "Unified Loop Closing and Recovery for Real Time Monocular SLAM," Proc. British Machine Vision Conf. (BMVC), 2008.
9. S. Gauglitz, L. Foschini, M. Turk, and T. Höllerer, "Efficiently Selecting Spatially Distributed Keypoints for Visual Tracking," Proc. IEEE Int'l Conf. Image Processing (ICIP), 2011.
10. S. Gauglitz, C. Lee, M. Turk, and T. Höllerer, "Integrating the Physical Environment into Mobile Remote Collaboration," Proc. 14th Int'l Conf. Human-Computer Interaction with Mobile Devices and Services (Mobile HCI), 2012.
11. S. Gauglitz, C. Sweeney, J. Ventura, M. Turk, and T. Höllerer, "Live Tracking and Mapping from Both General and Rotation-Only Camera Motion," Proc. IEEE Int'l Symp. Mixed and Augmented Reality (ISMAR), 2012.
12. L. Gruber, S. Gauglitz, J. Ventura, S. Zollmann, M. Huber, M. Schlegel, G. Klinker, D. Schmalstieg, and T. Höllerer, "The City of Sights: Design, Construction, and Measurement of an Augmented Reality Stage Set," Proc. IEEE Ninth Int'l Symp. Mixed and Augmented Reality (ISMAR), pp. 157-163, Oct. 2010.
13. L. Gruber, S. Zollmann, D. Wagner, D. Schmalstieg, and T. Höllerer, "Optimization of Target Objects for Natural Feature Tracking," Proc. 20th Int'l Conf. Pattern Recognition (ICPR), pp. 3607-3610, 2010.
14. R. Hartley and A. Zisserman, Multiple View Geometry in Computer Vision. second ed., Cambridge Univ. Press, 2004.
15. T. Höllerer, J. Wither, and S. DiVerdi, "Anywhere Augmentation: Towards Mobile Augmented Reality in Unprepared Environments," Location Based Services and TeleCartography, Series: Lecture Notes in Geoinformation and Cartography, pp. 393-416, Springer-Verlag, Feb. 2007.
16. S. Kim, C. Coffin, and T. Höllerer, "Relocalization Using Virtual Keyframes for Online Environment Map Construction," Proc. 16th ACM Symp. Virtual Reality Software and Technology (VRST), pp. 127-134, 2009.
17. G. Klein and D. Murray, "Parallel Tracking and Mapping for Small AR Workspaces," Proc. IEEE and ACM Sixth Int'l Symp. Mixed and Augmented Reality (ISMAR), 2007.
18. G. Klein and D. Murray, "Improving the Agility of Keyframe-Based SLAM," Proc. 10th European Conf. Computer Vision (ECCV), pp. 802-815, Oct. 2008.
19. G. Klein and D. Murray, "Parallel Tracking and Mapping on a Camera Phone," Proc. IEEE Eighth Int'l Symp. Mixed and Augmented Reality, pp. 83-86, Oct. 2009.
20. M. Klopschitz, A. Irschara, G. Reitmayr, and D. Schmalstieg, "Robust Incremental Structure from Motion," Proc. Int'l Symp. 3D Data Processing, Visualization and Transmission (3DPVT), vol. 2, 2010.
21. T. Langlotz, C. Degendorfer, A. Mulloni, G. Schall, G. Reitmayr, and D. Schmalstieg, "Robust Detection and Tracking of Annotations for Outdoor Augmented Reality Browsing," Computers and Graphics, vol. 35, no. 4, pp. 831-840, 2011.
22. S. Lieberknecht, A. Huber, S. Ilic, and S. Benhimane, "RGB-D Camera-Based Parallel Tracking and Meshing," Proc. IEEE Int'l Symp. Mixed and Augmented Reality (ISMAR), pp. 147-155, Oct. 2011.
23. M.A. Lourakis and A. Argyros, "SBA: A Software Package for Generic Sparse Bundle Adjustment," ACM Trans. Math. Software, vol. 36, no. 1, pp. 1-30, 2009.
24. S. Lovegrove and A.J. Davison, "Real-Time Spherical Mosaicing Using Whole Image Alignment," Proc. European Conf. Computer Vision (ECCV), vol. 6313, pp. 73-86, 2010.
25. N. Molton, A. Davison, and I. Reid, "Locally Planar Patch Features for Real-Time Structure from Motion," Proc. 15th British Machine Vision Conf. (BMVC), 2004.
26. E. Mouragnon, M. Lhuillier, M. Dhome, F. Dekeyser, and P. Sayd, "Real Time Localization and 3D Reconstruction," Proc. IEEE Computer Vision and Pattern Recognition (CVPR), vol. 1, pp. 363-370, 2006.
27. R. Newcombe, S. Lovegrove, and A. Davison, "DTAM: Dense Tracking and Mapping in Real-Time," Proc. IEEE Int'l Conf. Computer Vision (ICCV), pp. 2320-2327, 2011.
28. R.A. Newcombe, S. Izadi, O. Hilliges, D. Molyneaux, D. Kim, A.J. Davison, P. Kohli, J. Shotton, S. Hodges, and A. Fitzgibbon, "Kinect Fusion: Real-time Dense Surface Mapping and Tracking," Proc. IEEE Int'l Symp. Mixed and Augmented Reality (ISMAR), 2011.
29. D. Nistér, "An Efficient Solution to the Five-Point Relative Pose Problem," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 26, no. 6, pp. 756-770, June 2004.
30. Q. Pan, C. Arth, G. Reitmayr, E. Rosten, and T. Drummond, "Rapid Scene Reconstruction on Mobile Phones from Panoramic Images," Proc. IEEE 10th Int'l Symp. Mixed and Augmented Reality (ISMAR), pp. 55-64, 2011.
31. C. Pirchheim and G. Reitmayr, "Homography-Based Planar Mapping and Tracking for Mobile Phones," Proc. IEEE Int'l Symp. Mixed and Augmented Reality (ISMAR), pp. 27-36, 2011.
32. M. Pollefeys, F. Verbiest, and L. Van Gool, "Surviving Dominant Planes in Uncalibrated Structure and Motion Recovery," Proc. European Conf. Computer Vision (ECCV), pp. 613-614, 2002.
33. J. Repko and M. Pollefeys, "3D Models from Extended Uncalibrated Video Sequences: Addressing Key-Frame Selection and Projective Drift," Proc. Fifth Int'l Conf. 3D Digital Imaging and Modeling (3DIM), pp. 150-157, 2005.
34. J. Rissanen, "Modeling by Shortest Data Description," Automatica, vol. 14, no. 5, pp. 465-471, 1978.
35. E. Rosten and T. Drummond, "Machine Learning for High-Speed Corner Detection," Proc. IEEE European Conf. Computer Vision, vol. 1, pp. 430-443, May 2006.
36. G. Schwarz, "Estimating the Dimension of a Model," Annals of Statistics, vol. 6, pp. 461-464, 1978.
37. J. Shi and C. Tomasi, "Good Features to Track," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 593-600, 1994.
38. N. Snavely, S. Seitz, and R. Szeliski, "Photo Tourism: Exploring Photo Collections in 3D," ACM Trans. Graphics, vol. 25, no. 3, pp. 835-846, 2006.
39. H. Strasdat, J. Montiel, and A. Davison, "Real-Time Monocular SLAM: Why Filter?" Proc. IEEE Int'l Conf. Robotics and Automation (ICRA), pp. 2657-2664, 2010.
40. P.H. Torr, A.W. Fitzgibbon, and A. Zisserman, "The Problem of Degeneracy in Structure and Motion Recovery from Uncalibrated Image Sequences," Int'l J. Computer Vision, vol. 32, pp. 27-44, 1999.
41. P. Torr, "Bayesian Model Estimation and Selection for Epipolar Geometry and Generic Manifold Fitting," Int'l J. Computer Vision, vol. 50, no. 1, pp. 35-61, 2002.
42. D. Wagner, A. Mulloni, T. Langlotz, and D. Schmalstieg, "Real-Time Panoramic Mapping and Tracking on Mobile Phones," Proc. IEEE Virtual Reality (VR), Mar. 2010.
43. D. Wagner, D. Schmalstieg, and H. Bischof, "Multiple Target Detection and Tracking with Guaranteed Framerates on Mobile Phones," Proc. IEEE Int'l Symp. Mixed and Augmented Reality (ISMAR '09), pp. 57-64, 2009.
44. H. Wuest, F. Wientapper, and D. Stricker, "Acquisition of High Quality Planar Patch Features," Proc. Fourth Int'l Symp. Advances in Visual Computing, pp. 530-539, 2008.