Landscape Tree Extraction Based on the Marked Point Process with Spatial Constraints from Light Detection and Ranging

Hongyue Chen; Quanhua Zhao; Yu Li; Yiding Wang

doi:10.3788/LOP202259.0815008

[1] Li X H. A fast algorithm of LiDAR point clouds to generate grid DEM[J]. Bulletin of Surveying and Mapping, 44-46(2012).

[2] Hu Y W, Wang J J, Fan Y Y et al. LiDAR-based three-dimensional modeling and volume calculation for space objects[J]. Chinese Journal of Lasers, 47, 0510001(2020).

[3] Yu Z L, Hu Y J. Initial road extraction of airborne LiDAR point cloud[J]. Laser & Optoelectronics Progress, 58, 2401003(2021).

[4] Zhang X P. Research on tree detection algorithm based on LiDAR data[D], 1-3(2019).

[5] Yang Y F. Extraction of 3D structure information of urban vegetation based on LiDAR technology[J]. Science & Technology Information, 14, 7-9(2016).

[6] Wang G, Wang Q, Zhang Z X et al. Classification of airborne LiDAR vegetation piont clouds assisted by aerial images[J]. Laser & Optoelectronics Progress, 57, 201005(2020).

[7] Secord J, Zakhor A. Tree detection in urban regions using aerial lidar and image data[J]. IEEE Geoscience and Remote Sensing Letters, 4, 196-200(2007).

[8] Ren H C. Application of tree extraction based on airborne LIDAR[J]. Shanxi Architecture, 45, 162-163, 189(2019).

[9] Zeng Q H, Mao J H, Li X H et al. Application of the hierarchy classification to point cloud of airborne LiDAR[J]. Science of Surveying and Mapping, 33, 103-105, 249(2008).

[10] Zhang Q Y, Cen M Y, Zhou G Q et al. Extracting trees from LiDAR data in urban region[J]. Acta Geodaetica et Cartographica Sinica, 38, 330-335(2009).

[11] Lindenberger J. Laser-profilmessungen zur topographischen gelandeaufnahme[D], 71-74(1993).

[12] Hui Z Y, Hu Y J. Review on morphological filtering algorithms based on LiDAR digital elevation model construction[J]. Laser & Optoelectronics Progress, 53, 080001(2016).

[13] Nesrine C, Nicolas D, Frédéric B. LiDAR data classification using hierarchical k-means clustering[C], 325-330(2008).

[14] George V. Building reconstruction using planar faces in very high density height data[J]. International Archives of the Photogrammetry Remote Sensing, 32, 87-94(1999).

[15] Li F. Research on the application of research on airborne LiDAR point cloud data classification method[D], 16-18(2018).

[16] Zhao Q H, Li Y, He X J. Building extraction from LiDAR point cloud data using marked point process[J]. Journal of the Indian Society of Remote Sensing, 42, 529-538(2014).

[17] Zhang H Y. Ground object extraction of high resolution remote sensing image based on mark clustering point process[D](2020).

[18] Rue H, Syversveen A R. Bayesian object recognition with Baddeley’s delta loss[J]. Advances in Applied Probability, 30, 64-84(1998).

[19] Lafarge F, Gimel’ Farb G, Descombes X. Geometric feature extraction by a multimarked point process[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32, 1597-1609(2010).

[20] Perrin G, Descombes X, Zerubia J. A marked point process model for tree crown extraction in planations[C], 8845751(2005).

[21] Perrin G, Descombes X, Zerubia J. Point processes in forestry: an application to tree crown detection[R], 78(2006).

[22] Xie H. Application of marked point process in crown extraction from LiDAR point cloud[D], 23-43(2016).

[23] Tran H, Khoshelham K. Procedural reconstruction of 3D indoor models from lidar data using reversible jump Markov chain Monte Carlo[J]. Remote Sensing, 12, 838(2020).

[24] Zhang H Y, Zhao Q H, Li Y. Geometric feature extraction of scattered targets from remote sensing images based on irregular mark point process[J]. Control and Decision, 34, 1840-1846(2019).