An investigation of tree extraction from UAV-based photogrammetric dense point cloud

作者: Nizar Polat , Murat Uysal

DOI: 10.1007/S12517-020-05769-X

关键词:

摘要: Manually, tree detection with terrestrial field work is a nonprofit labor in terms of time, cost, and manpower. As rapid alternative, airborne laser scanners are widely use for data collecting. But this active remote sensing technology expensive, especially local small areas. At point, unmanned aerial vehicles stand as new opportunity collection platforms both large study This shows the usage vehicle platform to collect images. The images used generate 3D dense point clouds. cloud investigated random sample consensus algorithm order detect tree. trees assumed or cylinder which geometrically defined respect tree’s parameters such radius. According results, RANSAC successful from unclassified image-based cloud. 232 individual have managed extract rate 70.1% 3 different sites.

参考文章(41)
Firat Uray, A. Metin, A. Varlik, 3D Architectural Surveying of Diyarbakir Wall's Ulu Beden Tower with Terrestrial Laser Scanner Procedia Earth and Planetary Science. ,vol. 15, pp. 73- 78 ,(2015) , 10.1016/J.PROEPS.2015.08.019
Anette Eltner, Danilo Schneider, Analysis of Different Methods for 3D Reconstruction of Natural Surfaces from Parallel-Axes UAV Images Photogrammetric Record. ,vol. 30, pp. 279- 299 ,(2015) , 10.1111/PHOR.12115
G. Roth, M.D. Levine, Extracting geometric primitives Cvgip: Image Understanding. ,vol. 58, pp. 1- 22 ,(1993) , 10.1006/CIUN.1993.1028
Jan Elseberg, Dorit Borrmann, Andreas Nüchter, One billion points in the cloud – an octree for efficient processing of 3D laser scans Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 76, pp. 76- 88 ,(2013) , 10.1016/J.ISPRSJPRS.2012.10.004
R. Schnabel, R. Wahl, R. Klein, Efficient RANSAC for Point‐Cloud Shape Detection Computer Graphics Forum. ,vol. 26, pp. 214- 226 ,(2007) , 10.1111/J.1467-8659.2007.01016.X
Norbert Haala, Claus Brenner, Extraction of buildings and trees in urban environments Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 54, pp. 130- 137 ,(1999) , 10.1016/S0924-2716(99)00010-6
Markus Holopainen, Ville Kankare, Mikko Vastaranta, Xinlian Liang, Yi Lin, Matti Vaaja, Xiaowei Yu, Juha Hyyppä, Hannu Hyyppä, Harri Kaartinen, Antero Kukko, Topi Tanhuanpää, Petteri Alho, Tree mapping using airborne, terrestrial and mobile laser scanning – A case study in a heterogeneous urban forest Urban Forestry & Urban Greening. ,vol. 12, pp. 546- 553 ,(2013) , 10.1016/J.UFUG.2013.06.002
Bin Wu, Bailang Yu, Wenhui Yue, Song Shu, Wenqi Tan, Chunling Hu, Yan Huang, Jianping Wu, Hongxing Liu, None, A Voxel-Based Method for Automated Identification and Morphological Parameters Estimation of Individual Street Trees from Mobile Laser Scanning Data Remote Sensing. ,vol. 5, pp. 584- 611 ,(2013) , 10.3390/RS5020584
Minas Spetsakis, John Yiannis Aloimonos, A multi-frame approach to visual motion perception International Journal of Computer Vision. ,vol. 6, pp. 245- 255 ,(1991) , 10.1007/BF00115698