메뉴 건너뛰기




Volumn 7, Issue 6, 2015, Pages 6635-6662

Integration of UAV-based photogrammetry and terrestrial laser scanning for the three-dimensional mapping and monitoring of open-pit mine areas

Author keywords

Accuracy; Geo positioning; Open pit mine areas; Photogrammetric processing; Terrestrial laser scanning (TLS); Unmanned aerial vehicle (UAV)

Indexed keywords

AERIAL PHOTOGRAPHY; GLOBAL POSITIONING SYSTEM; IMAGE ACQUISITION; IMAGE PROCESSING; INTEGRATION; LAND RECLAMATION; LASER APPLICATIONS; MAPPING; OBJECT RECOGNITION; PHOTOGRAMMETRY; ROCK MECHANICS; SCANNING; SEEBECK EFFECT; STEEL BEAMS AND GIRDERS; STEREO IMAGE PROCESSING; SURFACE ANALYSIS; SURVEYING INSTRUMENTS; SURVEYS; UNMANNED AERIAL VEHICLES (UAV);

EID: 84933575462     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs70606635     Document Type: Article
Times cited : (142)

References (70)
  • 2
    • 73849115396 scopus 로고    scopus 로고
    • Geo-referencing of video flow from small low-cost civilian UAV
    • Zhou, G.Q. Geo-referencing of video flow from small low-cost civilian UAV. IEEE Trans. Autom. Sci. Eng. 2010, 7, 156-166.
    • (2010) IEEE Trans. Autom. Sci. Eng , vol.7 , pp. 156-166
    • Zhou, G.Q.1
  • 3
    • 84861435024 scopus 로고    scopus 로고
    • An automated technique for generating georectified mosaics from ultra-high resolution unmanned aerial vehicle (UAV) imagery, based on Structure from Motion (SfM) point clouds
    • Turner, D.; Lucieer, A.; Watson, C. An automated technique for generating georectified mosaics from ultra-high resolution unmanned aerial vehicle (UAV) imagery, based on Structure from Motion (SfM) point clouds. Remote Sens. 2012, 4, 1392-1410.
    • (2012) Remote Sens , vol.4 , pp. 1392-1410
    • Turner, D.1    Lucieer, A.2    Watson, C.3
  • 4
    • 3042666999 scopus 로고    scopus 로고
    • UAVs: An overview
    • Blyenburgh, P.V. UAVs: An overview. Air Space Eur. 1999, 1, 43-47.
    • (1999) Air Space Eur , vol.1 , pp. 43-47
    • Blyenburgh, P.V.1
  • 6
    • 70349728252 scopus 로고    scopus 로고
    • Accuracy assessment of aerial photographs acquired using lighter-than-air blimps: Low-cost tools for mapping river corridors
    • Vericat, D.; Brasington, J.; Wheaton, J.; Cowie, M. Accuracy assessment of aerial photographs acquired using lighter-than-air blimps: Low-cost tools for mapping river corridors. River. Res. Applic. 2009, 25, 985-1000.
    • (2009) River. Res. Applic , vol.25 , pp. 985-1000
    • Vericat, D.1    Brasington, J.2    Wheaton, J.3    Cowie, M.4
  • 7
    • 78650308843 scopus 로고    scopus 로고
    • UAV and RPV systems for photogrammetric surveys in archaelogical areas: Two tests in the Piedmont region (Italy)
    • Chiabrando, F.; Nex, F.; Piatti, D.; Rinaudo, F. UAV and RPV systems for photogrammetric surveys in archaelogical areas: Two tests in the Piedmont region (Italy). J. Archaeol. Sci. 2011, 38, 697-710.
    • (2011) J. Archaeol. Sci , vol.38 , pp. 697-710
    • Chiabrando, F.1    Nex, F.2    Piatti, D.3    Rinaudo, F.4
  • 8
    • 84864994879 scopus 로고    scopus 로고
    • Unmanned aircraft systems in remote sensing and scientific research: Classification and considerations of use
    • Watts, A.C.; Ambrosia, V.G.; Hinkley, E.A. Unmanned aircraft systems in remote sensing and scientific research: Classification and considerations of use. Remote Sens. 2012, 4, 1671-1692.
    • (2012) Remote Sens , vol.4 , pp. 1671-1692
    • Watts, A.C.1    Ambrosia, V.G.2    Hinkley, E.A.3
  • 10
    • 77953575878 scopus 로고    scopus 로고
    • Acquisition, orthorectification, and object-based classification of unmanned aerial vehicle (UAV) imagery for rangeland monitoring
    • Laliberte, A.S.; Herrick, J.E.; Rango, A.; Winters, C. Acquisition, orthorectification, and object-based classification of unmanned aerial vehicle (UAV) imagery for rangeland monitoring. Photogramm. Eng. Remote Sens. 2010, 76, 661-672.
    • (2010) Photogramm. Eng. Remote Sens , vol.76 , pp. 661-672
    • Laliberte, A.S.1    Herrick, J.E.2    Rango, A.3    Winters, C.4
  • 11
    • 79952378697 scopus 로고    scopus 로고
    • Impact of flight regulations on effective use of unmanned aircraft systems for natural resources applications
    • Rango, A.; Laliberte, A.S. Impact of flight regulations on effective use of unmanned aircraft systems for natural resources applications. J. Appl. Remote Sens. 2010, 4, 043539.
    • (2010) J. Appl. Remote Sens , vol.4
    • Rango, A.1    Laliberte, A.S.2
  • 12
    • 0042342457 scopus 로고    scopus 로고
    • Platform options of free-flying satellites, UAVs or the International Space Station for remote sensing assessment of the littoral zone
    • Peterson, D.L.; Brass, J.A.; Smith, W.H.; Langford, G.; Wegener, S.; Dunagan, S.; Hammer, P.; Snook, K. Platform options of free-flying satellites, UAVs or the International Space Station for remote sensing assessment of the littoral zone. Int. J. Remote Sens. 2003, 24, 2785-2804.
    • (2003) Int. J. Remote Sens , vol.24 , pp. 2785-2804
    • Peterson, D.L.1    Brass, J.A.2    Smith, W.H.3    Langford, G.4    Wegener, S.5    Dunagan, S.6    Hammer, P.7    Snook, K.8
  • 13
    • 43249101425 scopus 로고    scopus 로고
    • Acquisition of UAV images and the application in 3D city modeling
    • Wang, J.Z.; Li, C.M. Acquisition of UAV images and the application in 3D city modeling. Proc. SPIE 2008, doi:10.1117/12.791426.
    • (2008) Proc. SPIE
    • Wang, J.Z.1    Li, C.M.2
  • 14
    • 80051966050 scopus 로고    scopus 로고
    • Ph.D. Thesis, University of Technology Dresden, Dresden, Germany
    • Eisenbeiss, H. UAV Photogrammetry. Ph.D. Thesis, University of Technology Dresden, Dresden, Germany, 2009.
    • (2009) UAV Photogrammetry
    • Eisenbeiss, H.1
  • 15
    • 61349099437 scopus 로고    scopus 로고
    • Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery
    • Laliberte, A.S.; Rango, A. Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery. IEEE Trans. Geosci. Remote Sens. 2009, 47, 761-770.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , pp. 761-770
    • Laliberte, A.S.1    Rango, A.2
  • 16
    • 79958052512 scopus 로고    scopus 로고
    • Photogrammetric processing of low-altitude images acquired by unpiloted aerial vehicles
    • Zhang, Y.J.; Xiong, J.X.; Hao, L.J. Photogrammetric processing of low-altitude images acquired by unpiloted aerial vehicles. Photogramm. Rec. 2011, 26, 190-211.
    • (2011) Photogramm. Rec , vol.26 , pp. 190-211
    • Zhang, Y.J.1    Xiong, J.X.2    Hao, L.J.3
  • 17
    • 0018662635 scopus 로고
    • Bildflug Mit Ferngelenktem Kleinflugzeug
    • Zeitschrift fuer Photogrammetrie und Fernerkundung, Herbert Wichman Verlag: Karlsruhe, Germany
    • Przybilla, H.-J.; Wester-Ebbinghaus, W. Bildflug Mit Ferngelenktem Kleinflugzeug. In Bildmessung und Luftbildwesen; Zeitschrift fuer Photogrammetrie und Fernerkundung, Herbert Wichman Verlag: Karlsruhe, Germany, 1979; Volume 47, pp. 137-142.
    • (1979) Bildmessung und Luftbildwesen , vol.47 , pp. 137-142
    • Przybilla, H.-J.1    Wester-Ebbinghaus, W.2
  • 19
    • 79251597643 scopus 로고    scopus 로고
    • Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV)
    • Xiang, H.; Tian, L. Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV). Biosyst. Eng. 2011, 108, 174-190.
    • (2011) Biosyst. Eng , vol.108 , pp. 174-190
    • Xiang, H.1    Tian, L.2
  • 20
    • 84864977579 scopus 로고    scopus 로고
    • Development of a UAV-LiDAR system with application to forest inventory
    • Wallace, L.; Lucieer, A.; Watson, C.; Turner, D. Development of a UAV-LiDAR system with application to forest inventory. Remote Sens. 2012, 4, 1519-1543.
    • (2012) Remote Sens , vol.4 , pp. 1519-1543
    • Wallace, L.1    Lucieer, A.2    Watson, C.3    Turner, D.4
  • 21
    • 33745037797 scopus 로고    scopus 로고
    • A lightweight observation system for atmospheric carbon dioxide concentration using a small unmanned aerial vehicle
    • Watai, T.; Machida, T.; Ishizaki, N.; Inoue, G. A lightweight observation system for atmospheric carbon dioxide concentration using a small unmanned aerial vehicle. J. Atmos. Ocean. Technol. 2006, 23, 700-710.
    • (2006) J. Atmos. Ocean. Technol , vol.23 , pp. 700-710
    • Watai, T.1    Machida, T.2    Ishizaki, N.3    Inoue, G.4
  • 23
    • 79952385365 scopus 로고    scopus 로고
    • Small-scale unmanned aerial vehicles in environmental remote sensing: Challenges and opportunities
    • Hardin, P.J.; Jensen, R.R. Small-scale unmanned aerial vehicles in environmental remote sensing: Challenges and opportunities. GISci. Remote Sens. 2011, 48, 99-111.
    • (2011) GISci. Remote Sens , vol.48 , pp. 99-111
    • Hardin, P.J.1    Jensen, R.R.2
  • 26
    • 61349187118 scopus 로고    scopus 로고
    • Near real-time orthorectification and mosaic of small UAV video flow for time-critical event response
    • Zhou, G.Q. Near real-time orthorectification and mosaic of small UAV video flow for time-critical event response. IEEE Trans. Geosci. Remote Sens. 2009, 47, 739-747.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , pp. 739-747
    • Zhou, G.Q.1
  • 27
    • 84857445904 scopus 로고    scopus 로고
    • UAV-based remote sensing of the Super-Sauze landslide: Evaluation and results
    • Niethammer, U.; James, M.R.; Rothmund, S.; Travelletti, J.; Joswig, M. UAV-based remote sensing of the Super-Sauze landslide: Evaluation and results. Eng. Geol. 2012, 128, 2-11.
    • (2012) Eng. Geol , vol.128 , pp. 2-11
    • Niethammer, U.1    James, M.R.2    Rothmund, S.3    Travelletti, J.4    Joswig, M.5
  • 28
    • 68249100920 scopus 로고    scopus 로고
    • The potential of 3D gully monitoring with GIS using high-resolution aerial photography and a digital photogrammetry system
    • Marzolff, I.; Poesen, J. The potential of 3D gully monitoring with GIS using high-resolution aerial photography and a digital photogrammetry system. Geomorphology 2009, 111, 48-60.
    • (2009) Geomorphology , vol.111 , pp. 48-60
    • Marzolff, I.1    Poesen, J.2
  • 29
    • 67651087271 scopus 로고    scopus 로고
    • Helikite aerial photography-A versatile means of unmanned, radio controlled, low-altitude aerial archaeology
    • Verhoeven, G.J.J.; Loenders, J.; Vermeulen, F.; Docter, R. Helikite aerial photography-A versatile means of unmanned, radio controlled, low-altitude aerial archaeology. Archaeol. Prospect. 2009, 16, 125-138.
    • (2009) Archaeol. Prospect , vol.16 , pp. 125-138
    • Verhoeven, G.J.J.1    Loenders, J.2    Vermeulen, F.3    Docter, R.4
  • 30
    • 84055189150 scopus 로고    scopus 로고
    • Investigation of UAV systems and flight modes for photogrammetric applications
    • Eisenbeiss, H; Sauerbier, M. Investigation of UAV systems and flight modes for photogrammetric applications. Photogramm. Rec. 2011, 26, 400-421.
    • (2011) Photogramm. Rec , vol.26 , pp. 400-421
    • Eisenbeiss, H.1    Sauerbier, M.2
  • 32
    • 84933505061 scopus 로고    scopus 로고
    • Application of UAV in open-pit mine disaster monitoring
    • Shan, B.; Luo, X.; Liang, L. Application of UAV in open-pit mine disaster monitoring. Opencast Min. Technol. 2013, 6, 69-71.
    • (2013) Opencast Min. Technol , vol.6 , pp. 69-71
    • Shan, B.1    Luo, X.2    Liang, L.3
  • 34
    • 84886934022 scopus 로고    scopus 로고
    • Using video data acquired from an unmanned aerial vehicle to measure fracture orientation in an open-pit mine
    • McLeod, T.; Samson, C.; Labrie, M.; Shehata, K.; Mah, J.; Lai, P.; Wang, L.; Elder, J. Using video data acquired from an unmanned aerial vehicle to measure fracture orientation in an open-pit mine. Geomatica 2013, 67, 163-171.
    • (2013) Geomatica , vol.67 , pp. 163-171
    • McLeod, T.1    Samson, C.2    Labrie, M.3    Shehata, K.4    Mah, J.5    Lai, P.6    Wang, L.7    Elder, J.8
  • 35
    • 84865008271 scopus 로고    scopus 로고
    • Assessing the accuracy of georeferenced point clouds produced via multi-view stereopsis from unmanned aerial vehicle (UAV) imagery
    • Harwin, S.; Lucieer, A. Assessing the accuracy of georeferenced point clouds produced via multi-view stereopsis from unmanned aerial vehicle (UAV) imagery. Remote Sens. 2012, 4, 1573-1599.
    • (2012) Remote Sens , vol.4 , pp. 1573-1599
    • Harwin, S.1    Lucieer, A.2
  • 36
    • 84856284111 scopus 로고    scopus 로고
    • Point cloud generation from aerial image data acquired by a quadrocopter type micro unmanned aerial vehicle and a digital still camera
    • Rosnell, T.; Honkavaara, E. Point cloud generation from aerial image data acquired by a quadrocopter type micro unmanned aerial vehicle and a digital still camera. Sensors 2012, 12, 453-480.
    • (2012) Sensors , vol.12 , pp. 453-480
    • Rosnell, T.1    Honkavaara, E.2
  • 37
    • 76249102744 scopus 로고    scopus 로고
    • High precision slope deformation monitoring model based on the GPS/Pseudolites technology in open-pit mine
    • Wang, J.P.; Gao, J.X.; Liu, C.; Wang, J. High precision slope deformation monitoring model based on the GPS/Pseudolites technology in open-pit mine. Min. Sci. Technol. (China) 2010, 20, 126-132.
    • (2010) Min. Sci. Technol. (China) , vol.20 , pp. 126-132
    • Wang, J.P.1    Gao, J.X.2    Liu, C.3    Wang, J.4
  • 39
    • 0019574599 scopus 로고
    • Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography
    • Fischler, M.A.; Bolles, R.C. Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography. Commun. ACM. 1981, 24, 381-395.
    • (1981) Commun. ACM , vol.24 , pp. 381-395
    • Fischler, M.A.1    Bolles, R.C.2
  • 44
    • 84862798431 scopus 로고    scopus 로고
    • Building-damage detection using pre-and post-seismic high-resolution satellite stereo imagery: A case study of the May 2008 Wenchuan earthquake
    • Tong, X.H.; Hong, Z.H.; Liu, S.J.; Zhang, X.; Xie, H.; Li, Z.Y.; Yang, S.L.; Wang, W.; Bao, F. Building-damage detection using pre-and post-seismic high-resolution satellite stereo imagery: A case study of the May 2008 Wenchuan earthquake. ISPRS J. Photogramm. Remote Sens. 2012, 68, 13-27.
    • (2012) ISPRS J. Photogramm. Remote Sens , vol.68 , pp. 13-27
    • Tong, X.H.1    Hong, Z.H.2    Liu, S.J.3    Zhang, X.4    Xie, H.5    Li, Z.Y.6    Yang, S.L.7    Wang, W.8    Bao, F.9
  • 45
    • 79151474065 scopus 로고    scopus 로고
    • Method for automatic georeferencing aerial remote sensing (RS) images from an unmanned aerial vehicle (UAV) platform
    • Xiang, H.; Tian, L. Method for automatic georeferencing aerial remote sensing (RS) images from an unmanned aerial vehicle (UAV) platform. Biosyst. Eng. 2011, 108, 104-113.
    • (2011) Biosyst. Eng , vol.108 , pp. 104-113
    • Xiang, H.1    Tian, L.2
  • 46
    • 29144472068 scopus 로고    scopus 로고
    • Error propagation in directly georeferenced terrestrial laser scanner point clouds for cultural heritage recording
    • Athens, Greece, 22-27 May
    • Lichti, D.; Gordon, S. Error propagation in directly georeferenced terrestrial laser scanner point clouds for cultural heritage recording. In Proceedings of the FIG Working Week, Athens, Greece, 22-27 May 2004.
    • (2004) Proceedings of the FIG Working Week
    • Lichti, D.1    Gordon, S.2
  • 48
    • 84933532984 scopus 로고    scopus 로고
    • Registration and transformation of multiple site terrestrial laser scanning
    • Harvey, B.R. Registration and transformation of multiple site terrestrial laser scanning. Geomat. Res. Aust. 2004, 80, 33-50.
    • (2004) Geomat. Res. Aust , vol.80 , pp. 33-50
    • Harvey, B.R.1
  • 49
    • 84875930903 scopus 로고    scopus 로고
    • Integrated registration of range images from terrestrial LiDAR
    • Wang, Y.; Wang, G. Integrated registration of range images from terrestrial LiDAR. Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. 2008, XXXVII, Part B3b, pp. 361-365.
    • (2008) Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci , vol.37 , pp. 361-365
    • Wang, Y.1    Wang, G.2
  • 50
    • 77649192331 scopus 로고    scopus 로고
    • Using simulated terrestrial laser scanning to analyse errors in high-resolution scan data of irregular surfaces
    • Hodge, R.A. Using simulated terrestrial laser scanning to analyse errors in high-resolution scan data of irregular surfaces. ISPRS J. Photogramm. Remote Sens. 2010, 65, 227-240.
    • (2010) ISPRS J. Photogramm. Remote Sens , vol.65 , pp. 227-240
    • Hodge, R.A.1
  • 52
    • 77449089877 scopus 로고    scopus 로고
    • Performance analysis of the SIFT operator for automatic feature extraction and matching in photogrammetric applications
    • Lingua, A.; Marenchino, D.; Nex, F. Performance analysis of the SIFT operator for automatic feature extraction and matching in photogrammetric applications. Sensors 2009, 9, 3745-3766.
    • (2009) Sensors , vol.9 , pp. 3745-3766
    • Lingua, A.1    Marenchino, D.2    Nex, F.3
  • 54
    • 34248213671 scopus 로고    scopus 로고
    • Integration of ground-based laser scanner and aerial digital photogrammetry for topographic modelling of Vesuvio volcano
    • Pesci, A.; Fabris, M.; Conforti, D.; Loddo, F.; Baldi, P.; Anzidei, M. Integration of ground-based laser scanner and aerial digital photogrammetry for topographic modelling of Vesuvio volcano. J. Volcanol. Geotherm. Res. 2007, 162, 123-138.
    • (2007) J. Volcanol. Geotherm. Res , vol.162 , pp. 123-138
    • Pesci, A.1    Fabris, M.2    Conforti, D.3    Loddo, F.4    Baldi, P.5    Anzidei, M.6
  • 55
    • 0032794143 scopus 로고    scopus 로고
    • A comparison between photogrammetry and laser scanning
    • Baltsavias, E.P. A comparison between photogrammetry and laser scanning. ISPRS J. Photogramm. Remote Sens. 1999, 54, 83-94.
    • (1999) ISPRS J. Photogramm. Remote Sens , vol.54 , pp. 83-94
    • Baltsavias, E.P.1
  • 56
    • 18744407561 scopus 로고    scopus 로고
    • Evaluation and improvement of geopositioning accuracy of IKONOS stereo imagery
    • Wang, J.; Di, K.; Li, R. Evaluation and improvement of geopositioning accuracy of IKONOS stereo imagery. J. Surv. Eng. 2005, 131, 35-42.
    • (2005) J. Surv. Eng , vol.131 , pp. 35-42
    • Wang, J.1    Di, K.2    Li, R.3
  • 57
    • 79961242003 scopus 로고    scopus 로고
    • Positional accuracy improvement: A comparative study in Shanghai, China
    • Tong, X.H.; Liang, D.; Xu, G.S.; Zhang, S.L. Positional accuracy improvement: A comparative study in Shanghai, China. Int. J. Geogr. Inf. Sci. 2011, 25, 1147-1171.
    • (2011) Int. J. Geogr. Inf. Sci , vol.25 , pp. 1147-1171
    • Tong, X.H.1    Liang, D.2    Xu, G.S.3    Zhang, S.L.4
  • 58
    • 77649180243 scopus 로고    scopus 로고
    • Bias-corrected rational polynomial coefficients for high accuracy geo-positioning of QuickBird stereo imagery
    • Tong, X.H.; Liu, S.J.; Weng, Q.H. Bias-corrected rational polynomial coefficients for high accuracy geo-positioning of QuickBird stereo imagery. ISPRS J. Photogramm. Remote Sens. 2010, 65, 218-226.
    • (2010) ISPRS J. Photogramm. Remote Sens , vol.65 , pp. 218-226
    • Tong, X.H.1    Liu, S.J.2    Weng, Q.H.3
  • 60
    • 2242490024 scopus 로고    scopus 로고
    • The use of small-format and low-altitude aerial photos for the realization of high-resolution DEMs in mountainous areas: Application to the Super-Sauze earthflow (Alpes-de-Haute-Provence, France)
    • Henry, J.B.; Malet, J.-P.; Maquaire, O.; Grussenmeyer, P. The use of small-format and low-altitude aerial photos for the realization of high-resolution DEMs in mountainous areas: Application to the Super-Sauze earthflow (Alpes-de-Haute-Provence, France). Earth Surf. Process. Landf. 2002, 27, 1339-1350.
    • (2002) Earth Surf. Process. Landf , vol.27 , pp. 1339-1350
    • Henry, J.B.1    Malet, J.-P.2    Maquaire, O.3    Grussenmeyer, P.4
  • 62
    • 0142003038 scopus 로고    scopus 로고
    • A multi-scale segmentation/object relationship modeling methodology for landscape analysis
    • Burnett, C.; Blaschke, T. A multi-scale segmentation/object relationship modeling methodology for landscape analysis. Ecol. Model. 2003, 168, 233-249.
    • (2003) Ecol. Model , vol.168 , pp. 233-249
    • Burnett, C.1    Blaschke, T.2
  • 63
    • 33745615125 scopus 로고    scopus 로고
    • Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery
    • Yu, Q.; Gong, P.; Clinton, N.; Biging, G.; Kelly, M.; Schirokauer, D. Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery. Photogramm. Eng. Remote Sens. 2006, 72, 799-811.
    • (2006) Photogramm. Eng. Remote Sens , vol.72 , pp. 799-811
    • Yu, Q.1    Gong, P.2    Clinton, N.3    Biging, G.4    Kelly, M.5    Schirokauer, D.6
  • 64
    • 79952401328 scopus 로고    scopus 로고
    • Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands
    • Laliberte, A.S.; Rango, A. Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands. GISci. Remote Sens. 2011, 48, 4-23.
    • (2011) GISci. Remote Sens , vol.48 , pp. 4-23
    • Laliberte, A.S.1    Rango, A.2
  • 65
    • 79952723553 scopus 로고    scopus 로고
    • UAS remote sensing missions for rangeland applications
    • Laliberte, A.S.; Winters, C.; Rango, A. UAS remote sensing missions for rangeland applications. Geocarto Int. 2011, 26, 141-156.
    • (2011) Geocarto Int , vol.26 , pp. 141-156
    • Laliberte, A.S.1    Winters, C.2    Rango, A.3
  • 67
    • 79960743609 scopus 로고    scopus 로고
    • Object-oriented mapping of landslides using random forests
    • Stumpf, A.; Kerle, N. Object-oriented mapping of landslides using random forests. Remote Sens. Environ. 2011, 115, 2564-2577.
    • (2011) Remote Sens. Environ , vol.115 , pp. 2564-2577
    • Stumpf, A.1    Kerle, N.2
  • 70
    • 70449395740 scopus 로고    scopus 로고
    • Potential and constraints of unmanned aerial vehicle technology for the characterization of Mediterranean riparian forest
    • Dunford, R.; Michel, K.; Gagnage, M.; Piégay, H.; Trémelo, M.L. Potential and constraints of unmanned aerial vehicle technology for the characterization of Mediterranean riparian forest. Int. J. Remote Sens. 2009, 30, 4915-4935.
    • (2009) Int. J. Remote Sens , vol.30 , pp. 4915-4935
    • Dunford, R.1    Michel, K.2    Gagnage, M.3    Piégay, H.4    Trémelo, M.L.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.