UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

作者: Quanlong Feng , Jiantao Liu , Jianhua Gong

DOI: 10.3390/RS70101074

关键词:

摘要: Unmanned aerial vehicle (UAV) remote sensing has great potential for vegetation mapping in complex urban landscapes due to the ultra-high resolution imagery acquired at low …

参考文章(40)
E. Raymond Hunt, W. Dean Hively, Stephen Fujikawa, David Linden, Craig S. Daughtry, Greg McCarty, Acquisition of NIR-Green-Blue Digital Photographs from Unmanned Aircraft for Crop Monitoring Remote Sensing. ,vol. 2, pp. 290- 305 ,(2010) , 10.3390/RS2010290
Luke Wallace, Arko Lucieer, Christopher Watson, Darren Turner, Development of a UAV-LiDAR System with Application to Forest Inventory Remote Sensing. ,vol. 4, pp. 1519- 1543 ,(2012) , 10.3390/RS4061519
Zoltan Szantoi, Francisco Escobedo, Amr Abd-Elrahman, Scot Smith, Leonard Pearlstine, Analyzing fine-scale wetland composition using high resolution imagery and texture features International Journal of Applied Earth Observation and Geoinformation. ,vol. 23, pp. 204- 212 ,(2013) , 10.1016/J.JAG.2013.01.003
Xiuying Zhang, Xuezhi Feng, Hong Jiang, Object-oriented method for urban vegetation mapping using IKONOS imagery Journal of remote sensing. ,vol. 31, pp. 177- 196 ,(2010) , 10.1080/01431160902882603
Thoreau Rory Tooke, Nicholas C. Coops, Nicholas R. Goodwin, James A. Voogt, Extracting urban vegetation characteristics using spectral mixture analysis and decision tree classifications. Remote Sensing of Environment. ,vol. 113, pp. 398- 407 ,(2009) , 10.1016/J.RSE.2008.10.005
Xiaoxiao Li, Guofan Shao, Object-based urban vegetation mapping with high-resolution aerial photography as a single data source International Journal of Remote Sensing. ,vol. 34, pp. 771- 789 ,(2013) , 10.1080/01431161.2012.714508
I. Colomina, P. Molina, Unmanned aerial systems for photogrammetry and remote sensing: A review Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 92, pp. 79- 97 ,(2014) , 10.1016/J.ISPRSJPRS.2014.02.013
Jan Tigges, Tobia Lakes, Patrick Hostert, Urban vegetation classification: Benefits of multitemporal RapidEye satellite data Remote Sensing of Environment. ,vol. 136, pp. 66- 75 ,(2013) , 10.1016/J.RSE.2013.05.001
Markus Immitzer, Clement Atzberger, Tatjana Koukal, Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data Remote Sensing. ,vol. 4, pp. 2661- 2693 ,(2012) , 10.3390/RS4092661
Eija Honkavaara, Heikki Saari, Jere Kaivosoja, Ilkka Pölönen, Teemu Hakala, Paula Litkey, Jussi Mäkynen, Liisa Pesonen, Processing and assessment of spectrometric, stereoscopic imagery collected using a lightweight UAV spectral camera for precision agriculture Remote Sensing. ,vol. 5, pp. 5006- 5039 ,(2013) , 10.3390/RS5105006