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2017 | OriginalPaper | Buchkapitel

Online High-Accurate Calibration of RGB+3D-LiDAR for Autonomous Driving

verfasst von : Tao Li, Jianwu Fang, Yang Zhong, Di Wang, Jianru Xue

Erschienen in: Image and Graphics

Verlag: Springer International Publishing

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Abstract

Vision+X has become the promising tendency for scene understanding in autonomous driving, where X may be the other non-vision sensors. However, it is difficult to utilize all the superiority of different sensors, mainly because of the heterogenous, asynchronous properties. To this end, this paper calibrates the commonly used RGB+3D-LiDAR data by synchronization and an online spatial structure alignment, and obtains a high-accurate calibration performance. The main highlights are that (1) we rectify the 3D points with the aid of differential inertial measurement unit (IMU), and increase the frequency of 3D laser data as the same as the ones of RGB data, and (2) this work can online high-accurately updates the external parameters of calibration by a more reliable spatial-structure matching of RGB and 3D-LiDAR data. By experimentally in-depth analysis, the superiority of the proposed method is validated.

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Literatur
2.
Zurück zum Zitat Geiger, A., Moosmann, F., Car, Ö., Schuster, B.: Automatic camera and range sensor calibration using a single shot. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 3936–3943 (2012) Geiger, A., Moosmann, F., Car, Ö., Schuster, B.: Automatic camera and range sensor calibration using a single shot. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 3936–3943 (2012)
3.
Zurück zum Zitat Kassir, A., Peynot, T.: Reliable automatic camera-laser calibration. In: Proceedings of the 2010 Australasian Conference on Robotics and Automation (2010) Kassir, A., Peynot, T.: Reliable automatic camera-laser calibration. In: Proceedings of the 2010 Australasian Conference on Robotics and Automation (2010)
4.
Zurück zum Zitat Le, Q.V., Ng, A.Y.: Joint calibration of multiple sensors. In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 3651–3658 (2009) Le, Q.V., Ng, A.Y.: Joint calibration of multiple sensors. In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 3651–3658 (2009)
5.
Zurück zum Zitat Levinson, J., Thrun, S.: Automatic online calibration of cameras and lasers. In: Proceedings of the Robotics: Science and Systems (2013) Levinson, J., Thrun, S.: Automatic online calibration of cameras and lasers. In: Proceedings of the Robotics: Science and Systems (2013)
6.
Zurück zum Zitat Park, Y., Yun, S., Won, C.S., Cho, K., Um, K., Sim, S.: Calibration between color camera and 3D LiDAR instruments with a polygonal planar board. Sensors 14(3), 5333 (2014)CrossRef Park, Y., Yun, S., Won, C.S., Cho, K., Um, K., Sim, S.: Calibration between color camera and 3D LiDAR instruments with a polygonal planar board. Sensors 14(3), 5333 (2014)CrossRef
7.
Zurück zum Zitat Scaramuzza, D., Harati, A., Siegwart, R.: Extrinsic self calibration of a camera and a 3D laser range finder from natural scenes. In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 4164–4169 (2007) Scaramuzza, D., Harati, A., Siegwart, R.: Extrinsic self calibration of a camera and a 3D laser range finder from natural scenes. In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 4164–4169 (2007)
8.
Zurück zum Zitat Scott, T., Morye, A.A., Pinis, P., Paz, L.M.: Choosing a time and place for calibration of LiDAR-camera systems. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 4349–4356 (2016) Scott, T., Morye, A.A., Pinis, P., Paz, L.M.: Choosing a time and place for calibration of LiDAR-camera systems. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 4349–4356 (2016)
9.
Zurück zum Zitat Sergio, A.R.F., Fremont, V., Bonnifait, P.: Extrinsic calibration between a multi-layer LiDAR and a camera. In: Proceedings of the IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems, pp. 214–219 (2008) Sergio, A.R.F., Fremont, V., Bonnifait, P.: Extrinsic calibration between a multi-layer LiDAR and a camera. In: Proceedings of the IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems, pp. 214–219 (2008)
10.
Zurück zum Zitat Unnikrishnan, R., Hebert, M.: Fast extrinsic calibration of a laser rangefinder to a camera. Carnegie Mellon University (2005) Unnikrishnan, R., Hebert, M.: Fast extrinsic calibration of a laser rangefinder to a camera. Carnegie Mellon University (2005)
11.
Zurück zum Zitat Zhang, Q., Pless, R.: Extrinsic calibration of a camera and laser range finder (improves camera calibration). In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 2301–2306 (2005) Zhang, Q., Pless, R.: Extrinsic calibration of a camera and laser range finder (improves camera calibration). In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 2301–2306 (2005)
12.
Zurück zum Zitat Zhang, Z.: A flexible new technique for camera calibration. IEEE Trans. Pattern Anal. Mach. Intell. 22(11), 1330–1334 (2000)CrossRef Zhang, Z.: A flexible new technique for camera calibration. IEEE Trans. Pattern Anal. Mach. Intell. 22(11), 1330–1334 (2000)CrossRef
13.
Zurück zum Zitat Zhu, Z., Liang, D., Zhang, S., Huang, X., Li, B., Hu, S.: Traffic-sign detection and classification in the wild. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2110–2118 (2016) Zhu, Z., Liang, D., Zhang, S., Huang, X., Li, B., Hu, S.: Traffic-sign detection and classification in the wild. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2110–2118 (2016)
14.
Zurück zum Zitat Zhu, Z., Lu, J., Martin, R.R., Hu, S.: An optimization approach for localization refinement of candidate traffic signs. IEEE Trans. Intell. Transp. Syst. 18(11), 3006–3016 (2017)CrossRef Zhu, Z., Lu, J., Martin, R.R., Hu, S.: An optimization approach for localization refinement of candidate traffic signs. IEEE Trans. Intell. Transp. Syst. 18(11), 3006–3016 (2017)CrossRef
Metadaten
Titel
Online High-Accurate Calibration of RGB+3D-LiDAR for Autonomous Driving
verfasst von
Tao Li
Jianwu Fang
Yang Zhong
Di Wang
Jianru Xue
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-71598-8_23