Three-dimensional object matching in mobile laser scanning point clouds

IEEE Geoscience and Remote Sensing Letters

Volumn 12, Issue 3, 2015, Pages 492-496

  Yu, Yongtao ^a   Li, Jonathan ^a   Guan, Haiyan ^b   Jia, Fukai ^a   Wang, Cheng ^a  

^a XIAMEN UNIVERSITY   (China)

^b UNIVERSITY OF WATERLOO   (Canada)

Author keywords

3 D object detection; 3 D object matching; Mobile laser scanning (MLS); object classification; point cloud

Indexed keywords

LASER APPLICATIONS; MATHEMATICAL TRANSFORMATIONS; OBJECT RECOGNITION; SCANNING; SURFACE ANALYSIS; THREE DIMENSIONAL COMPUTER GRAPHICS;

3-D OBJECT DETECTIONS; 3D OBJECT; LASER SCANNING; OBJECT CLASSIFICATION; POINT CLOUD;

OBJECT DETECTION;

EID: 85027958748     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2014.2347347     Document Type: Article

References (25)

1. K. Williams, M. J. Olsen, G. V. Roe, and C. Glennie, "Synthesis of transportation applications of mobile LiDAR, " Remote Sens., vol. 5, no. 9, pp. 4652-4692, Sep. 2013.
2. Y. Yu, J. Li, J. Yu, H. Guan, and C. Wang, "Pairwise three-dimensional shape context for partial object matching and retrieval on mobile laser scanning data, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 5, pp. 1019-1023, May 2014.
3. H. Wang et al., "Object detection in terrestrial laser scanning point clouds based on Hough forest, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 10, pp. 1807-1811, Oct. 2014.
4. Y. Yu, J. Li, H. Guan, and C. Wang, "Automated detection of road manhole and sewer well covers from mobile LiDAR point clouds, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 9, pp. 1549-1553, Sep. 2014.
5. B. Yang, Z. Wei, Q. Li, and J. Li, "Automated extraction of street-scene objects from mobile LiDAR point clouds, " Int. J. Remote Sens., vol. 33, no. 18, pp. 5839-5861, Mar. 2012.
6. S. Pu, M. Rutzinger, G. Vosselman, and S. O. Elberink, "Recognizing basic structures from mobile laser scanning data for road inventory studies, " ISPRS J. Photogramm. Remote Sens., vol. 66, no. 6, pp. S28-S39, Dec. 2011.
7. B. Yang, Z. Wei, Q. Li, and J. Li, "Semiautomated building facade footprint extraction from mobile LiDAR point clouds, " IEEE Geosci. Remote Sens. Lett., vol. 10, no. 4, pp. 766-770, Jul. 2013.
8. H. Fan, W. Yao, and L. Tang, "Identifying man-made objects along urban road corridors from mobile LiDAR data, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 5, pp. 950-954, May 2014.
9. R. Wang, F. P. Ferrie, and J. Macfarlane, "A method for detecting windows from mobile LiDAR data, " Photogramm. Eng. Remote Sens., vol. 78, no. 11, pp. 1129-1140, Nov. 2012.
10. B. Yang and L. Fang, "Automated extraction of 3D railway tracks from mobile laser scanning point clouds, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., to be published.
11. B. Yang, L. Fang, and J. Li, "Semi-automated extraction and delineation of 3D roads of street scene from mobile laser scanning point clouds, " ISPRS J. Photogramm. Remote Sens., vol. 79, pp. 80-93, May 2013.
12. A. Jochem, B. Höfle, and M. Rutzinger, "Extraction of vertical walls from mobile laser scanning data for solar potential assessment, " Remote Sens., vol. 3, no. 4, pp. 650-667, Mar. 2011.
13. H. Guan et al., "Using mobile laser scanning data for automated extraction of road markings, " ISPRS J. Photogramm. Remote Sens., vol. 87, pp. 93-107, Jan. 2014.
14. R. B. Rusu, N. Blodow, Z. C. Marton, and M. Beetz, "Aligning point cloud views using persistent feature histograms, " in Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., Nice, France, 2008, pp. 3384-3391.
15. E. Wahl, U. Hillenbrand, and G. Hirzinger, "Surflet-pair-relation histograms: A statistical 3D-shape representation for rapid classification, " in Proc. Int. Conf. 3-D Digit. Imag. Model., Banff, U.K., 2003, pp. 474-481.
16. H. Li, X. Huang, and L. He, "Object matching using a locally affine invariant and linear programming techniques, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 2, pp. 411-424, Feb. 2013.
17. H. Jiang, M. S. Drew, and Z. N. Li, "Matching by linear programming and successive convexification, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 6, pp. 959-975, Jun. 2007.
18. M. Körtgen, G. J. Park, M. Novotni, and R. Klein, "3D shape matching with 3D shape contexts, " in Proc. Central Eur. Semin. Comput. Graph., Wien, Austria, 2003, vol. 3, pp. 5-17.
19. O. van Kaick, H. Zhang, and G. Hamarneh, "Bilateral maps for partial matching, " Comput. Graph. Forum, vol. 32, no. 6, pp. 189-200, Sep. 2013.
20. H. Tabia, M. Daoudi, J. P. Vandeborre, and O. Colot, "A new 3D-matching method of nonrigid and partially similar models using curve analysis, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 4, pp. 852-858, Apr. 2011.
21. R. Litman and A. M. Bronstein, "Learning spectral descriptors for de-formable shape correspondence, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 36, no. 1, pp. 171-180, Jan. 2014.
22. D. P. Mitchell, "Spectrally optimal sampling for distribution ray tracing, " ACM SIGGRAPH Comput. Graph., vol. 25, no. 4, pp. 157-164, Jul. 1991.
23. M. Rutzinger, F. Rottensteiner, and N. Pfeifer, "A comparison of evaluation techniques for building extraction from airborne laser scanning, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 2, no. 1, pp. 11-20, Mar. 2009.
24. A. Patterson, IV, P. Mordohai, and K. Daniilidis, "Object detection from large-scale 3D datasets using bottom-up and top-down descriptors, " in Eur. Conf. Comput. Vis., Marseille, France, 2008, pp. 553-566.
25. J. Shi and J. Malik, "Normalized cuts and image segmentation, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 888-905, Aug. 2000.