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2017 | OriginalPaper | Buchkapitel

An Automatic 3D Textured Model Building Method Using Stripe Structured Light System

verfasst von : Hualie Jiang, Yuping Ye, Zhan Song, Suming Tang, Yuming Dong

Erschienen in: Computer Vision Systems

Verlag: Springer International Publishing

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Abstract

This paper presents a novel textured model building method using stripe structured light system. It is implemented by automatic registration of multiple point clouds obtained by the structured light system. Firstly, point clouds captured from different viewpoints are pairwise coarsely registered by feature matching of their corresponding RGB images. Secondly, we use an appropriate function to evaluate the quality of every pairwise coarse registration, and construct a pairwise coarse registration graph which uses point clouds as nodes and the evaluation function between them to weight their corresponding edges. Thirdly, an optimal registration tree will be generated by finding the maximum weight spanning tree of the graph and selecting a node as the root to minimize the depth of the tree. Finally, global fine registration is performed by applying ICP algorithm along the optimal registration tree. Median filtering in luminance space is also applied in the color of the integrated point model to adjust the RGB values. Experiment shows that this approach can automatically build full models which are well-registered and compatible in color for textured objects even when those objects are not rich in geometrical information.

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Literatur
1.
Zurück zum Zitat Salvi, J., Fernandez, S., Pribanic, T., Llado, X.: A state of the art in structured light patterns for surface profilometry. Pattern Recogn. 43(8), 2666–2680 (2010)CrossRefMATH Salvi, J., Fernandez, S., Pribanic, T., Llado, X.: A state of the art in structured light patterns for surface profilometry. Pattern Recogn. 43(8), 2666–2680 (2010)CrossRefMATH
2.
Zurück zum Zitat Van der Jeught, S., Dirckx, J.J.J.: Real-time structured light profilometry: a review. Optics Lasers Eng. 87, 18–31 (2016)CrossRef Van der Jeught, S., Dirckx, J.J.J.: Real-time structured light profilometry: a review. Optics Lasers Eng. 87, 18–31 (2016)CrossRef
3.
Zurück zum Zitat Besl, P.J., Mckay, N.D.: Method for registration of 3-D shapes. IEEE Trans. Pattern Anal. Mach. Intell. 14(2), 239–256 (1992) Besl, P.J., Mckay, N.D.: Method for registration of 3-D shapes. IEEE Trans. Pattern Anal. Mach. Intell. 14(2), 239–256 (1992)
4.
Zurück zum Zitat Rusinkiewicz, S., Levoy, M.: Efficient variants of the ICP algorithm. In: 2001 Proceedings of Third International Conference on 3-D Digital Imaging and Modeling, pp. 145–152. IEEE (2001) Rusinkiewicz, S., Levoy, M.: Efficient variants of the ICP algorithm. In: 2001 Proceedings of Third International Conference on 3-D Digital Imaging and Modeling, pp. 145–152. IEEE (2001)
5.
Zurück zum Zitat Arun, K.S., Huang, T.S., Blostein, S.D.: Least-squares fitting of two 3-D point sets. IEEE Trans. Pattern Anal. Mach. Intell. 5, 698–700 (1987)CrossRef Arun, K.S., Huang, T.S., Blostein, S.D.: Least-squares fitting of two 3-D point sets. IEEE Trans. Pattern Anal. Mach. Intell. 5, 698–700 (1987)CrossRef
6.
Zurück zum Zitat Horn, B.K.P.: Closed-form solution of absolute orientation using unit quaternions. JOSA A 4(4), 629–642 (1987)CrossRef Horn, B.K.P.: Closed-form solution of absolute orientation using unit quaternions. JOSA A 4(4), 629–642 (1987)CrossRef
7.
Zurück zum Zitat Rusu, R.B., Blodow, N., Marton, Z.C., Beetz, M.: Aligning point cloud views using persistent feature histograms. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2008, pp. 3384–3391. IEEE (2008) Rusu, R.B., Blodow, N., Marton, Z.C., Beetz, M.: Aligning point cloud views using persistent feature histograms. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2008, pp. 3384–3391. IEEE (2008)
8.
Zurück zum Zitat Rusu, R.B., Blodow, N., Beetz, M.: Fast point feature histograms (FPFH) for 3D registration. In: IEEE International Conference on Robotics and Automation, ICRA 2009, pp. 3212–3217. IEEE (2009) Rusu, R.B., Blodow, N., Beetz, M.: Fast point feature histograms (FPFH) for 3D registration. In: IEEE International Conference on Robotics and Automation, ICRA 2009, pp. 3212–3217. IEEE (2009)
9.
Zurück zum Zitat Knopp, J., Prasad, M., Willems, G., Timofte, R., Van Gool, L.: Hough transform and 3D SURF for robust three dimensional classification. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010. LNCS, vol. 6316, pp. 589–602. Springer, Heidelberg (2010). doi:10.1007/978-3-642-15567-3_43 CrossRef Knopp, J., Prasad, M., Willems, G., Timofte, R., Van Gool, L.: Hough transform and 3D SURF for robust three dimensional classification. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010. LNCS, vol. 6316, pp. 589–602. Springer, Heidelberg (2010). doi:10.​1007/​978-3-642-15567-3_​43 CrossRef
10.
Zurück zum Zitat Zheng, Z., Li, Y., Jun, W.: Lidar point cloud registration based on improved ICP method and SIFT feature. In: 2015 IEEE International Conference on Progress in Informatics and Computing (PIC), pp. 588–592. IEEE (2015) Zheng, Z., Li, Y., Jun, W.: Lidar point cloud registration based on improved ICP method and SIFT feature. In: 2015 IEEE International Conference on Progress in Informatics and Computing (PIC), pp. 588–592. IEEE (2015)
11.
Zurück zum Zitat dos Santos, D.R., Basso, M.A., Khoshelham, K., de Oliveira, E., Pavan, N.L., Vosselman, G.: Mapping indoor spaces by adaptive coarse-to-fine registration of RGB-D data. IEEE Geosci. Remote Sens. Lett. 13(2), 262–266 (2016) dos Santos, D.R., Basso, M.A., Khoshelham, K., de Oliveira, E., Pavan, N.L., Vosselman, G.: Mapping indoor spaces by adaptive coarse-to-fine registration of RGB-D data. IEEE Geosci. Remote Sens. Lett. 13(2), 262–266 (2016)
12.
Zurück zum Zitat Huhle, B., Magnusson, M., Straßer, W., Lilienthal, A.J.: Registration of colored 3D point clouds with a kernel-based extension to the normal distributions transform. In: IEEE International Conference on Robotics and Automation, ICRA 2008, pp. 4025–4030. IEEE (2008) Huhle, B., Magnusson, M., Straßer, W., Lilienthal, A.J.: Registration of colored 3D point clouds with a kernel-based extension to the normal distributions transform. In: IEEE International Conference on Robotics and Automation, ICRA 2008, pp. 4025–4030. IEEE (2008)
13.
Zurück zum Zitat Men, H., Gebre, B., Pochiraju, K.: Color point cloud registration with 4D ICP algorithm. In: 2011 IEEE International Conference on Robotics and Automation (ICRA), pp. 1511–1516. IEEE (2011) Men, H., Gebre, B., Pochiraju, K.: Color point cloud registration with 4D ICP algorithm. In: 2011 IEEE International Conference on Robotics and Automation (ICRA), pp. 1511–1516. IEEE (2011)
14.
Zurück zum Zitat Sharp, G.C., Lee, S.W., Wehe, D.K.: Multiview registration of 3D scenes by minimizing error between coordinate frames. IEEE Trans. Pattern Anal. Mach. Intell. 26(8), 1037–1050 (2004) Sharp, G.C., Lee, S.W., Wehe, D.K.: Multiview registration of 3D scenes by minimizing error between coordinate frames. IEEE Trans. Pattern Anal. Mach. Intell. 26(8), 1037–1050 (2004)
15.
Zurück zum Zitat Huber, D.F., Hebert, M.: Fully automatic registration of multiple 3D data sets. Image Vis. Comput. 21(7), 637–650 (2003)CrossRef Huber, D.F., Hebert, M.: Fully automatic registration of multiple 3D data sets. Image Vis. Comput. 21(7), 637–650 (2003)CrossRef
16.
Zurück zum Zitat Novatnack, J., Nishino, K.: Scale-dependent/invariant local 3D shape descriptors for fully automatic registration of multiple sets of range images. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008. LNCS, vol. 5304, pp. 440–453. Springer, Heidelberg (2008). doi:10.1007/978-3-540-88690-7_33 CrossRef Novatnack, J., Nishino, K.: Scale-dependent/invariant local 3D shape descriptors for fully automatic registration of multiple sets of range images. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008. LNCS, vol. 5304, pp. 440–453. Springer, Heidelberg (2008). doi:10.​1007/​978-3-540-88690-7_​33 CrossRef
17.
Zurück zum Zitat Ye, Y., Song, Z.: An accurate 3D point cloud registration approach for the turntable-based 3D scanning system. In: 2015 IEEE International Conference on Information and Automation, pp. 982–986. IEEE (2015) Ye, Y., Song, Z.: An accurate 3D point cloud registration approach for the turntable-based 3D scanning system. In: 2015 IEEE International Conference on Information and Automation, pp. 982–986. IEEE (2015)
18.
Zurück zum Zitat Newcombe, R.A., Izadi, S., Hilliges, O., Molyneaux, D., Kim, D., Davison, A.J., Kohi, P., Shotton, J., Hodges, S., Fitzgibbon, A.: Kinectfusion: real-time dense surface mapping and tracking. In: IEEE International Symposium on Mixed and Augmented Reality, pp. 127–136 (2012) Newcombe, R.A., Izadi, S., Hilliges, O., Molyneaux, D., Kim, D., Davison, A.J., Kohi, P., Shotton, J., Hodges, S., Fitzgibbon, A.: Kinectfusion: real-time dense surface mapping and tracking. In: IEEE International Symposium on Mixed and Augmented Reality, pp. 127–136 (2012)
19.
Zurück zum Zitat Heindl, C., Akkaladevi, S.C., Bauer, H.: Capturing photorealistic and printable 3D models using low-cost hardware. In: Bebis, G., et al. (eds.) ISVC 2016. LNCS, vol. 10072, pp. 507–518. Springer, Cham (2016). doi:10.1007/978-3-319-50835-1_46 Heindl, C., Akkaladevi, S.C., Bauer, H.: Capturing photorealistic and printable 3D models using low-cost hardware. In: Bebis, G., et al. (eds.) ISVC 2016. LNCS, vol. 10072, pp. 507–518. Springer, Cham (2016). doi:10.​1007/​978-3-319-50835-1_​46
20.
Zurück zum Zitat Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef
21.
Zurück zum Zitat Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2003) Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2003)
22.
Zurück zum Zitat Cormen, T.H.: Introduction to Algorithms. MIT Press, Cambridge (2009) Cormen, T.H.: Introduction to Algorithms. MIT Press, Cambridge (2009)
Metadaten
Titel
An Automatic 3D Textured Model Building Method Using Stripe Structured Light System
verfasst von
Hualie Jiang
Yuping Ye
Zhan Song
Suming Tang
Yuming Dong
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-68345-4_54