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2019 | OriginalPaper | Buchkapitel

Simultaneous Multi-view Relative Pose Estimation and 3D Reconstruction from Planar Regions

verfasst von : Robert Frohlich, Zoltan Kato

Erschienen in: Computer Vision – ACCV 2018 Workshops

Verlag: Springer International Publishing

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Abstract

In this paper, we propose a novel solution for multi-view reconstruction, relative pose and homography estimation using planar regions. The proposed method doesn‘t require point matches, it directly uses a pair of planar image regions and simultaneously reconstructs the normal and distance of the corresponding 3D planar surface patch, the relative pose of the cameras as well as the aligning homography between the image regions. When more than two cameras are available, then a special region-based bundle adjustment is proposed, which provides robust estimates in a multi-view camera system by constructing and solving a non-linear system of equations. The method is quantitatively evaluated on a large synthetic dataset as well as on the KITTI vision benchmark dataset.

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Literatur
1.
Zurück zum Zitat Musialski, P., Wonka, P., Aliaga, D.G., Wimmer, M., van Gool, L., Purgathofer, W.: A survey of urban reconstruction. In: EUROGRAPHICS 2012 State of the Art Reports, Eurographics Association, pp. 1–28 (2012) Musialski, P., Wonka, P., Aliaga, D.G., Wimmer, M., van Gool, L., Purgathofer, W.: A survey of urban reconstruction. In: EUROGRAPHICS 2012 State of the Art Reports, Eurographics Association, pp. 1–28 (2012)
2.
Zurück zum Zitat Micusik, B., Kosecka, J.: Piecewise planar city 3D modeling from street view panoramic sequences. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2009) Micusik, B., Kosecka, J.: Piecewise planar city 3D modeling from street view panoramic sequences. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2009)
3.
Zurück zum Zitat Levinson, J., et al.: Towards fully autonomous driving: systems and algorithms. In: Proceedings of Intelligent Vehicles Symposium, IEEE (2011) Levinson, J., et al.: Towards fully autonomous driving: systems and algorithms. In: Proceedings of Intelligent Vehicles Symposium, IEEE (2011)
4.
Zurück zum Zitat Lee, H.S., Kim, K.: Simultaneous traffic sign detection and boundary estimation using convolutional neural network. IEEE Trans. Intell. Transp. Syst. 19, 1652–1663 (2018)CrossRef Lee, H.S., Kim, K.: Simultaneous traffic sign detection and boundary estimation using convolutional neural network. IEEE Trans. Intell. Transp. Syst. 19, 1652–1663 (2018)CrossRef
5.
Zurück zum Zitat Arcos-García, Á., Álvarez-García, J.A., Soria-Morillo, L.M.: Deep neural network for traffic sign recognition systems: an analysis of spatial transformers and stochastic optimisation methods. Neural Networks 99, 158–165 (2018)CrossRef Arcos-García, Á., Álvarez-García, J.A., Soria-Morillo, L.M.: Deep neural network for traffic sign recognition systems: an analysis of spatial transformers and stochastic optimisation methods. Neural Networks 99, 158–165 (2018)CrossRef
7.
Zurück zum Zitat Hartley, R.I., Zisserman, A.: Multiple View Geometry in Computer Vision, 2nd edn. Cambridge University Press, ISBN: 0521540518 (2004) Hartley, R.I., Zisserman, A.: Multiple View Geometry in Computer Vision, 2nd edn. Cambridge University Press, ISBN: 0521540518 (2004)
10.
Zurück zum Zitat Mikolajczyk, K., et al.: A comparison of affine region detectors. Int. J. Comput. Vision 65, 43–72 (2005)CrossRef Mikolajczyk, K., et al.: A comparison of affine region detectors. Int. J. Comput. Vision 65, 43–72 (2005)CrossRef
11.
Zurück zum Zitat Furukawa, Y., Ponce, J.: Accurate, dense, and robust multiview stereopsis. IEEE Trans. Pattern Anal. Mach. Intell. 32, 1362–1376 (2010)CrossRef Furukawa, Y., Ponce, J.: Accurate, dense, and robust multiview stereopsis. IEEE Trans. Pattern Anal. Mach. Intell. 32, 1362–1376 (2010)CrossRef
12.
Zurück zum Zitat Tanács, A., Majdik, A., Molnár, J., Rai, A., Kato, Z.: Establishing correspondences between planar image patches. In: Proceedings of International Conference on Digital Image Computing: Techniques and Applications, Wollongong, Australia, pp. 1–7. IEEE (2014). Best Paper Award Tanács, A., Majdik, A., Molnár, J., Rai, A., Kato, Z.: Establishing correspondences between planar image patches. In: Proceedings of International Conference on Digital Image Computing: Techniques and Applications, Wollongong, Australia, pp. 1–7. IEEE (2014). Best Paper Award
13.
Zurück zum Zitat Habbecke, M., Kobbelt, L.: Iterative multi-view plane fitting. In: VMV 2006 (2006) Habbecke, M., Kobbelt, L.: Iterative multi-view plane fitting. In: VMV 2006 (2006)
14.
Zurück zum Zitat Habbecke, M., Kobbelt, L.: A surface-growing approach to multi-view stereo reconstruction. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1–8 (2007) Habbecke, M., Kobbelt, L.: A surface-growing approach to multi-view stereo reconstruction. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1–8 (2007)
15.
Zurück zum Zitat Sinha, S., Steedly, D., Szeliski, R.: Piecewise planar stereo for image-based rendering. In: IEEE International Conference on Computer Vision, pp. 1881–1888 (2009) Sinha, S., Steedly, D., Szeliski, R.: Piecewise planar stereo for image-based rendering. In: IEEE International Conference on Computer Vision, pp. 1881–1888 (2009)
16.
Zurück zum Zitat Kowdle, A., Chang, Y.J., Gallagher, A., Chen, T.: Active learning for piecewise planar 3D reconstruction. In: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2011, pp. 929–936. IEEE Computer Society, Washington (2011) Kowdle, A., Chang, Y.J., Gallagher, A., Chen, T.: Active learning for piecewise planar 3D reconstruction. In: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2011, pp. 929–936. IEEE Computer Society, Washington (2011)
17.
Zurück zum Zitat Hiep, V.H., Keriven, R., Labatut, P., Pons, J.P.: Towards high-resolution large-scale multi-view stereo. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 1430–1437 (2009) Hiep, V.H., Keriven, R., Labatut, P., Pons, J.P.: Towards high-resolution large-scale multi-view stereo. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 1430–1437 (2009)
18.
Zurück zum Zitat Fraundorfer, F., Schindler, K., Bischof, H.: Piecewise planar scene reconstruction from sparse correspondences. Image Vision Comput. 24, 395–406 (2006)CrossRef Fraundorfer, F., Schindler, K., Bischof, H.: Piecewise planar scene reconstruction from sparse correspondences. Image Vision Comput. 24, 395–406 (2006)CrossRef
19.
Zurück zum Zitat Zhou, Z., Jin, H., Ma, Y.: Robust plane-based structure from motion. In: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1482–1489. IEEE Computer Society, Washington (2012) Zhou, Z., Jin, H., Ma, Y.: Robust plane-based structure from motion. In: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1482–1489. IEEE Computer Society, Washington (2012)
20.
Zurück zum Zitat Faugeras, O., Lustman, F.: Motion and structure from motion in a piecewise planar environment. Technical Report RR-0856, INRIA, Sophia Antipolis, France (1988)CrossRef Faugeras, O., Lustman, F.: Motion and structure from motion in a piecewise planar environment. Technical Report RR-0856, INRIA, Sophia Antipolis, France (1988)CrossRef
21.
Zurück zum Zitat Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2004)CrossRef Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2004)CrossRef
22.
23.
Zurück zum Zitat Sturm, P.: Algorithms for plane-based pose estimation. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 706–711(2000) Sturm, P.: Algorithms for plane-based pose estimation. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 706–711(2000)
24.
Zurück zum Zitat Mei, C., Benhimane, S., Malis, E., Rives, P.: Efficient homography-based tracking and 3-D reconstruction for single-viewpoint sensors. IEEE Trans. Robot. 24, 1352–1364 (2008)CrossRef Mei, C., Benhimane, S., Malis, E., Rives, P.: Efficient homography-based tracking and 3-D reconstruction for single-viewpoint sensors. IEEE Trans. Robot. 24, 1352–1364 (2008)CrossRef
25.
Zurück zum Zitat Caron, G., Marchand, E., Mouaddib, E.M.: Tracking planes in omnidirectional stereovision. In: International Conference on Robotics and Automation, pp. 6306–6311. IEEE (2011) Caron, G., Marchand, E., Mouaddib, E.M.: Tracking planes in omnidirectional stereovision. In: International Conference on Robotics and Automation, pp. 6306–6311. IEEE (2011)
26.
Zurück zum Zitat Makadia, A., Geyer, C., Daniilidis, K.: Correspondence-free structure from motion. Int. J. Comput. Vision 75, 311–327 (2007)CrossRef Makadia, A., Geyer, C., Daniilidis, K.: Correspondence-free structure from motion. Int. J. Comput. Vision 75, 311–327 (2007)CrossRef
27.
Zurück zum Zitat Saurer, O., Fraundorfer, F., Pollefeys, M.: Homography based visual odometry with known vertical direction and weak Manhattan world assumption. In: IEEE/IROS Workshop on Visual Control of Mobile Robots (ViCoMoR) (2012) Saurer, O., Fraundorfer, F., Pollefeys, M.: Homography based visual odometry with known vertical direction and weak Manhattan world assumption. In: IEEE/IROS Workshop on Visual Control of Mobile Robots (ViCoMoR) (2012)
28.
Zurück zum Zitat Domokos, C., Nemeth, J., Kato, Z.: Nonlinear shape registration without correspondences. IEEE Trans. Pattern Anal. Mach. Intell. 34, 943–958 (2012)CrossRef Domokos, C., Nemeth, J., Kato, Z.: Nonlinear shape registration without correspondences. IEEE Trans. Pattern Anal. Mach. Intell. 34, 943–958 (2012)CrossRef
29.
Zurück zum Zitat Recky, M., Leberl, F.: Window detection in complex facades. In: Proceedings of European Workshop on Visual Information Processing, pp. 220–225 (2010) Recky, M., Leberl, F.: Window detection in complex facades. In: Proceedings of European Workshop on Visual Information Processing, pp. 220–225 (2010)
31.
Zurück zum Zitat Geiger, A., Lenz, P., Urtasun, R.: Are we ready for autonomous driving? the KITTI vision benchmark suite. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2012) Geiger, A., Lenz, P., Urtasun, R.: Are we ready for autonomous driving? the KITTI vision benchmark suite. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2012)
32.
Zurück zum Zitat Geiger, A., Ziegler, J., Stiller, C.: StereoScan: dense 3d reconstruction in real-time. In: Proceedings of Intelligent Vehicles Symposium, IEEE (2011) Geiger, A., Ziegler, J., Stiller, C.: StereoScan: dense 3d reconstruction in real-time. In: Proceedings of Intelligent Vehicles Symposium, IEEE (2011)
33.
Zurück zum Zitat Schonberger, J.L., Frahm, J.M.: Structure-from-motion revisited. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2016) Schonberger, J.L., Frahm, J.M.: Structure-from-motion revisited. In: Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE (2016)
35.
Zurück zum Zitat Knapitsch, A., Park, J., Zhou, Q.Y., Koltun, V.: Tanks and temples. ACM Trans. Graph. 36, 1–13 (2017)CrossRef Knapitsch, A., Park, J., Zhou, Q.Y., Koltun, V.: Tanks and temples. ACM Trans. Graph. 36, 1–13 (2017)CrossRef
Metadaten
Titel
Simultaneous Multi-view Relative Pose Estimation and 3D Reconstruction from Planar Regions
verfasst von
Robert Frohlich
Zoltan Kato
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-21074-8_37

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