메뉴 건너뛰기




Volumn 55, Issue 9, 2017, Pages 4878-4886

Commercial Off-the-Shelf Digital Cameras on Unmanned Aerial Vehicles for Multitemporal Monitoring of Vegetation Reflectance and NDVI

Author keywords

Calibration; forest; multispectral; phenology; unmanned aerial system

Indexed keywords

CALIBRATION; CAMERAS; INFRARED DEVICES; RADIOMETRY; REFLECTION; REMOTE SENSING; SATELLITES; TIME SERIES; UNMANNED AERIAL VEHICLES (UAV); VEGETATION; VEHICLES;

EID: 85021777457     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2017.2655365     Document Type: Article
Times cited : (68)

References (44)
  • 1
    • 84890824150 scopus 로고    scopus 로고
    • Getting simultaneous red and near-infrared band data from a single digital camera for plant monitoring applications: Theoretical and practical study
    • Jan.
    • G. Rabatel, N. Gorretta, and S. Labbé, "Getting simultaneous red and near-infrared band data from a single digital camera for plant monitoring applications: Theoretical and practical study, " Biosyst. Eng., vol. 117, pp. 2-14, Jan. 2014.
    • (2014) Biosyst. Eng. , vol.117 , pp. 2-14
    • Rabatel, G.1    Gorretta, N.2    Labbé, S.3
  • 2
    • 56449094114 scopus 로고    scopus 로고
    • Can commercial digital cameras be used as multispectral sensors? A crop monitoring test
    • V. Lebourgeois, A. Bégué, S. Labbé, B. Mallavan, L. Prévot, and B. Roux, "Can commercial digital cameras be used as multispectral sensors? A crop monitoring test, " Sensors, vol. 8, no. 11, pp. 7300-7322, 2008.
    • (2008) Sensors , vol.8 , Issue.11 , pp. 7300-7322
    • Lebourgeois, V.1    Bégué, A.2    Labbé, S.3    Mallavan, B.4    Prévot, L.5    Roux, B.6
  • 3
    • 70350618603 scopus 로고    scopus 로고
    • Spectral characterization of a digital still camera's NIR modification to enhance archaeological observation
    • Oct.
    • G. J. Verhoeven, P. F. Smet, D. Poelman, and F. Vermeulen, "Spectral characterization of a digital still camera's NIR modification to enhance archaeological observation, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 10, pp. 3456-3468, Oct. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.10 , pp. 3456-3468
    • Verhoeven, G.J.1    Smet, P.F.2    Poelman, D.3    Vermeulen, F.4
  • 4
    • 0002872223 scopus 로고
    • Monitoring vegetation systems in the great plains with erts
    • Washington. DC, USA
    • J. W. Rouse, Jr., R. H. Haas, J. A. Schell, and D. W. Deering, "Monitoring vegetation systems in the great plains with erts, " in Proc. 3rd ERTS Symp., Washington. DC, USA, 1973, pp. 309-317.
    • (1973) Proc. 3rd ERTS Symp. , pp. 309-317
    • Rouse, J.W.1    Haas, R.H.2    Schell, J.A.3    Deering, D.W.4
  • 5
    • 84922384199 scopus 로고    scopus 로고
    • Retrieval of spectral reflectance of high resolution multispectral imagery acquired with an autonomous unmanned aerial vehicle
    • Dec.
    • B. Zaman, A. Jensen, S. R. Clemens, and M. McKee, "Retrieval of spectral reflectance of high resolution multispectral imagery acquired with an autonomous unmanned aerial vehicle, " Photogramm. Eng. Remote Sens., vol. 80, no. 12, pp. 1139-1150, Dec. 2014.
    • (2014) Photogramm. Eng. Remote Sens. , vol.80 , Issue.12 , pp. 1139-1150
    • Zaman, B.1    Jensen, A.2    Clemens, S.R.3    McKee, M.4
  • 6
    • 84870707226 scopus 로고    scopus 로고
    • Sensor correction of a 6-band multispectral imaging sensor for UAV remote sensing
    • J. Kelcey and A. Lucieer, "Sensor correction of a 6-band multispectral imaging sensor for UAV remote sensing, " Remote Sens., vol. 4, no. 5, pp. 1462-1493, 2012.
    • (2012) Remote Sens. , vol.4 , Issue.5 , pp. 1462-1493
    • Kelcey, J.1    Lucieer, A.2
  • 7
    • 84885437404 scopus 로고    scopus 로고
    • Monitoring plant condition and phenology using infrared sensitive consumer grade digital cameras
    • Jan.
    • W. Nijland, R. de Jong, S. M. de Jong, M. A. Wulder, C. W. Bater, and N. C. Coops, "Monitoring plant condition and phenology using infrared sensitive consumer grade digital cameras, " Agricult. Forest Meteorol., vol. 184, pp. 98-106, Jan. 2014.
    • (2014) Agricult. Forest Meteorol. , vol.184 , pp. 98-106
    • Nijland, W.1    De Jong, R.2    De Jong, S.M.3    Wulder, M.A.4    Bater, C.W.5    Coops, N.C.6
  • 8
    • 84951143320 scopus 로고    scopus 로고
    • Are vegetation indices derived from consumergrade cameras mounted on UAVs sufficiently reliable for assessing experimental plots?
    • Mar.
    • J. Rasmussen, G. Ntakos, J. Nielsen, J. Svensgaard, R. N. Poulsen, and S. Christensen, "Are vegetation indices derived from consumergrade cameras mounted on UAVs sufficiently reliable for assessing experimental plots?" Eur. J. Agronmy, vol. 74, pp. 75-92, Mar. 2016.
    • (2016) Eur. J. Agronmy , vol.74 , pp. 75-92
    • Rasmussen, J.1    Ntakos, G.2    Nielsen, J.3    Svensgaard, J.4    Poulsen, R.N.5    Christensen, S.6
  • 9
    • 84927641486 scopus 로고    scopus 로고
    • An airborne multispectral imaging system based on two consumer-grade cameras for agricultural remote sensing
    • C. Yang et al., "An airborne multispectral imaging system based on two consumer-grade cameras for agricultural remote sensing, " Remote Sens., vol. 6, no. 6, pp. 5257-5278, 2014.
    • (2014) Remote Sens. , vol.6 , Issue.6 , pp. 5257-5278
    • Yang, C.1
  • 10
    • 84930438044 scopus 로고    scopus 로고
    • A practical UAV remote sensing methodology to generate multispectral orthophotos for vineyards: Estimation of spectral reflectance using compact digital cameras
    • A. J. Mathews, "A practical UAV remote sensing methodology to generate multispectral orthophotos for vineyards: Estimation of spectral reflectance using compact digital cameras, " Int. J. Appl. Geospace Res., vol. 6, no. 4, pp. 65-87, 2015.
    • (2015) Int. J. Appl. Geospace Res. , vol.6 , Issue.4 , pp. 65-87
    • Mathews, A.J.1
  • 11
    • 80051719645 scopus 로고    scopus 로고
    • Acquisition of bidirectional reflectance factor dataset using a micro unmanned aerial vehicle and a consumer camera
    • T. Hakala, J. Suomalainen, and J. I. Peltoniemi, "Acquisition of bidirectional reflectance factor dataset using a micro unmanned aerial vehicle and a consumer camera, " Remote Sens., vol. 2, no. 3, pp. 819-832, 2010.
    • (2010) Remote Sens. , vol.2 , Issue.3 , pp. 819-832
    • Hakala, T.1    Suomalainen, J.2    Peltoniemi, J.I.3
  • 12
    • 84920749069 scopus 로고    scopus 로고
    • Deploying four optical UAV-based sensors over grassland: Challenges and limitations
    • S. K. von Bueren, A. Burkart, A. Hueni, U. Rascher, M. P. Tuohy, and I. J. Yule, "Deploying four optical UAV-based sensors over grassland: Challenges and limitations, " Biogeosciences, vol. 12, no. 1, pp. 163-175, 2015.
    • (2015) Biogeosciences , vol.12 , Issue.1 , pp. 163-175
    • Von Bueren, S.K.1    Burkart, A.2    Hueni, A.3    Rascher, U.4    Tuohy, M.P.5    Yule, I.J.6
  • 13
    • 85027937388 scopus 로고    scopus 로고
    • A simplified empirical line method of radiometric calibration for small unmanned aircraft systems-based remote sensing
    • May
    • C. Wang and S. W. Myint, "A simplified empirical line method of radiometric calibration for small unmanned aircraft systems-based remote sensing, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 8, no. 5, pp. 1876-1885, May 2015.
    • (2015) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.8 , Issue.5 , pp. 1876-1885
    • Wang, C.1    Myint, S.W.2
  • 14
    • 85029611262 scopus 로고    scopus 로고
    • Use of unmanned aerial vehicle for multi-temporal monitoring of soybean vegetation fraction
    • H. S. Yun et al., "Use of unmanned aerial vehicle for multi-temporal monitoring of soybean vegetation fraction, " J. Biosyst. Eng., vol. 41, no. 2, pp. 126-137, 2016.
    • (2016) J. Biosyst. Eng. , vol.41 , Issue.2 , pp. 126-137
    • Yun, H.S.1
  • 15
    • 84900009666 scopus 로고    scopus 로고
    • Land validation for GCOM-C1/SGLI using UAV
    • Nov.
    • Y. Honda et al., "Land validation for GCOM-C1/SGLI using UAV, " Proc. SPIE, vol. 8533, p. 853308, Nov. 2012.
    • (2012) Proc. SPIE , vol.8533 , pp. 853308
    • Honda, Y.1
  • 16
    • 0032732676 scopus 로고    scopus 로고
    • The use of the empirical line method to calibrate remotely sensed data to reflectance
    • G. M. Smith and E. J. Milton, "The use of the empirical line method to calibrate remotely sensed data to reflectance, " Int. J. Remote Sens., vol. 20, no. 13, pp. 2653-2662, 1999.
    • (1999) Int. J. Remote Sens. , vol.20 , Issue.13 , pp. 2653-2662
    • Smith, G.M.1    Milton, E.J.2
  • 17
    • 84974621172 scopus 로고    scopus 로고
    • Estimation of the spectral sensitivity functions of un-modified and modified commercial off-the-shelf digital cameras to enable their use as a multispectral imaging system for UAVs
    • Jan.
    • E. Berra, S. Gibson-Poole, A. MacArthur, R. Gaulton, and A. Hamilton, "Estimation of the spectral sensitivity functions of un-modified and modified commercial off-the-shelf digital cameras to enable their use as a multispectral imaging system for UAVs, " Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., vol. 40, pp. 207-214, Jan. 2015.
    • (2015) Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. , vol.40 , pp. 207-214
    • Berra, E.1    Gibson-Poole, S.2    MacArthur, A.3    Gaulton, R.4    Hamilton, A.5
  • 18
    • 77956640482 scopus 로고    scopus 로고
    • Acquisition of NIR-green-blue digital photographs from unmanned aircraft for crop monitoring
    • Jan.
    • E. R. Hunt, W. D. Hively, S. J. Fujikawa, D. S. Linden, C. S. T. Daughtry, and G. W. McCarty, "Acquisition of NIR-green-blue digital photographs from unmanned aircraft for crop monitoring, " Remote Sens., vol. 2, no. 1, pp. 290-305, Jan. 2010.
    • (2010) Remote Sens. , vol.2 , Issue.1 , pp. 290-305
    • Hunt, E.R.1    Hively, W.D.2    Fujikawa, S.J.3    Linden, D.S.4    Daughtry, C.S.T.5    McCarty, G.W.6
  • 19
    • 84912065904 scopus 로고    scopus 로고
    • The spectral response of the Landsat-8 operational land imager
    • J. Barsi, K. Lee, G. Kvaran, B. Markham, and J. Pedelty, "The spectral response of the Landsat-8 operational land imager, " Remote Sens., vol. 6, no. 10, pp. 10232-10251, 2014.
    • (2014) Remote Sens. , vol.6 , Issue.10 , pp. 10232-10251
    • Barsi, J.1    Lee, K.2    Kvaran, G.3    Markham, B.4    Pedelty, J.5
  • 20
    • 11344288145 scopus 로고    scopus 로고
    • Practical anti-vignetting methods for digital cameras
    • Nov.
    • W. Yu, "Practical anti-vignetting methods for digital cameras, " IEEE Trans. Consum. Electron., vol. 50, no. 4, pp. 975-983, Nov. 2004.
    • (2004) IEEE Trans. Consum. Electron. , vol.50 , Issue.4 , pp. 975-983
    • Yu, W.1
  • 21
    • 84912093409 scopus 로고    scopus 로고
    • A lightweight hyperspectral mapping system and photogrammetric processing chain for unmanned aerial vehicles
    • J. Suomalainen et al., "A lightweight hyperspectral mapping system and photogrammetric processing chain for unmanned aerial vehicles, " Remote Sens., vol. 6, no. 11, pp. 11013-11030, 2014.
    • (2014) Remote Sens. , vol.6 , Issue.11 , pp. 11013-11030
    • Suomalainen, J.1
  • 24
    • 85029655298 scopus 로고    scopus 로고
    • USGS, version 6. 6, U. S. Geol. Surv., Reston, VA, USA, Tech. Rep.
    • USGS, "Landsat 4-7 climate data record (CDR) surface reflectance, " version 6. 6, U. S. Geol. Surv., Reston, VA, USA, Tech. Rep., 2016, p. 27.
    • (2016) Landsat 4-7 Climate Data Record (CDR) Surface Reflectance , pp. 27
  • 26
    • 58149138846 scopus 로고    scopus 로고
    • Effects of atmospheric variation on AVHRR NDVI data
    • J. R. Nagol, E. F. Vermote, and S. D. Prince, "Effects of atmospheric variation on AVHRR NDVI data, " Remote Sens. Environ., vol. 113, no. 2, pp. 392-397, 2009.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.2 , pp. 392-397
    • Nagol, J.R.1    Vermote, E.F.2    Prince, S.D.3
  • 27
    • 0028388801 scopus 로고
    • Atmospheric effects and spectral vegetation indexes
    • Mar.
    • R. B. Myneni and G. Asrar, "Atmospheric effects and spectral vegetation indexes, " Remote Sens. Environ., vol. 47, no. 3, pp. 390-402, Mar. 1994.
    • (1994) Remote Sens. Environ. , vol.47 , Issue.3 , pp. 390-402
    • Myneni, R.B.1    Asrar, G.2
  • 28
    • 0342304515 scopus 로고
    • External factor consideration in vegetation index development
    • Val d'Isère, France, Jan.
    • J. Qi, Y. Kerr, and A. Chehbouni, "External factor consideration in vegetation index development, " in Proc. Phys. Meas. Signatures Remote Sens., Val d'Isère, France, Jan. 1994, pp. 723-730.
    • (1994) Proc. Phys. Meas. Signatures Remote Sens. , pp. 723-730
    • Qi, J.1    Kerr, Y.2    Chehbouni, A.3
  • 30
    • 84873595818 scopus 로고    scopus 로고
    • Evaluation of the potential of MODIS satellite data to predict vegetation phenology in different biomes: An investigation using ground-based NDVI measurements
    • May
    • G. Hmimina et al., "Evaluation of the potential of MODIS satellite data to predict vegetation phenology in different biomes: An investigation using ground-based NDVI measurements, " Remote Sens. Environ., vol. 132, pp. 145-158, May 2013.
    • (2013) Remote Sens. Environ. , vol.132 , pp. 145-158
    • Hmimina, G.1
  • 31
    • 61349186319 scopus 로고    scopus 로고
    • Thermal and narrowband multispectral remote sensing for vegetation monitoring from an unmanned aerial vehicle
    • Mar.
    • J. A. J. Berni, P. J. Zarco-Tejada, L. Suarez, and E. Fereres, "Thermal and narrowband multispectral remote sensing for vegetation monitoring from an unmanned aerial vehicle, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 3, pp. 722-738, Mar. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.3 , pp. 722-738
    • Berni, J.A.J.1    Zarco-Tejada, P.J.2    Suarez, L.3    Fereres, E.4
  • 32
    • 84856748060 scopus 로고    scopus 로고
    • Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments
    • A. S. Laliberte, M. A. Goforth, C. M. Steele, and A. Rango, "Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments, " Remote Sens., vol. 3, no. 11, pp. 2529-2551, 2011.
    • (2011) Remote Sens. , vol.3 , Issue.11 , pp. 2529-2551
    • Laliberte, A.S.1    Goforth, M.A.2    Steele, C.M.3    Rango, A.4
  • 33
    • 36849032178 scopus 로고    scopus 로고
    • Sensitivity of the enhanced vegetation index (EVI) and normalized difference vegetation index (NDVI) to topographic effects: A case study in highdensity cypress forest
    • B. Matsushita, W. Yang, J. Chen, Y. Onda, and G. Qiu, "Sensitivity of the enhanced vegetation index (EVI) and normalized difference vegetation index (NDVI) to topographic effects: A case study in highdensity cypress forest, " Sensors, vol. 7, no. 11, pp. 2636-2651, 2007.
    • (2007) Sensors , vol.7 , Issue.11 , pp. 2636-2651
    • Matsushita, B.1    Yang, W.2    Chen, J.3    Onda, Y.4    Qiu, G.5
  • 34
    • 84868629417 scopus 로고    scopus 로고
    • Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation
    • G. Samseemoung, P. Soni, H. P. W. Jayasuriya, and V. M. Salokhe, "Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation, " Precis. Agricult., vol. 13, no. 6, pp. 611-627, 2012.
    • (2012) Precis. Agricult. , vol.13 , Issue.6 , pp. 611-627
    • Samseemoung, G.1    Soni, P.2    Jayasuriya, H.P.W.3    Salokhe, V.M.4
  • 35
    • 0036769257 scopus 로고    scopus 로고
    • Multispectral CIR image calibration for cloud shadow and soil background influence using intensity normalization
    • S. G. Bajwa and L. Tian, "Multispectral CIR image calibration for cloud shadow and soil background influence using intensity normalization, " Appl. Eng. Agricult., vol. 18, no. 5, p. 627, 2002.
    • (2002) Appl. Eng. Agricult. , vol.18 , Issue.5 , pp. 627
    • Bajwa, S.G.1    Tian, L.2
  • 36
    • 84883083537 scopus 로고    scopus 로고
    • Review of shadow detection and de-shadowing methods in remote sensing
    • A. Shahtahmassebi, N. Yang, K. Wang, N. Moore, and Z. Shen, "Review of shadow detection and de-shadowing methods in remote sensing, " Chin. Geograph. Sci., vol. 23, no. 4, pp. 403-420, 2013.
    • (2013) Chin. Geograph. Sci. , vol.23 , Issue.4 , pp. 403-420
    • Shahtahmassebi, A.1    Yang, N.2    Wang, K.3    Moore, N.4    Shen, Z.5
  • 37
    • 84857370812 scopus 로고    scopus 로고
    • Near-infrared aerial crop mark archaeology: From its historical use to current digital implementations
    • Mar.
    • G. J. Verhoeven, "Near-infrared aerial crop mark archaeology: From its historical use to current digital implementations, " J. Archaeological Method Theory, vol. 19, no. 1, pp. 132-160, Mar. 2012.
    • (2012) J. Archaeological Method Theory , vol.19 , Issue.1 , pp. 132-160
    • Verhoeven, G.J.1
  • 38
    • 85029612344 scopus 로고    scopus 로고
    • Small format digital sensors for aerial imaging applications
    • Beijing, China
    • P. M. Dare, "Small format digital sensors for aerial imaging applications, " in Proc. 21st ISPRS Congr., Beijing, China, 2008, pp. 533-538.
    • (2008) Proc. 21st ISPRS Congr. , pp. 533-538
    • Dare, P.M.1
  • 39
    • 84873694209 scopus 로고    scopus 로고
    • Probability of cloud-free observation conditions across Great Britain estimated using MODIS cloud mask
    • Jan.
    • R. P. Armitage, F. A. Ramirez, F. M. Danson, and E. Y. Ogunbadewa, "Probability of cloud-free observation conditions across Great Britain estimated using MODIS cloud mask, " Remote Sens. Lett., vol. 4, no. 5, pp. 427-435, Jan. 2013.
    • (2013) Remote Sens. Lett. , vol.4 , Issue.5 , pp. 427-435
    • Armitage, R.P.1    Ramirez, F.A.2    Danson, F.M.3    Ogunbadewa, E.Y.4
  • 40
    • 84923067509 scopus 로고    scopus 로고
    • Multi-temporal imaging using an unmanned aerial vehicle for monitoring a sunflower crop
    • Apr.
    • F. A. Vega, F. C. Ramírez, M. P. Saiz, and F. O. Rosúa, "Multi-temporal imaging using an unmanned aerial vehicle for monitoring a sunflower crop, " Biosyst. Eng., vol. 132, pp. 19-27, Apr. 2015.
    • (2015) Biosyst. Eng. , vol.132 , pp. 19-27
    • Vega, F.A.1    Ramírez, F.C.2    Saiz, M.P.3    Rosúa, F.O.4
  • 41
    • 6344240895 scopus 로고    scopus 로고
    • NDVI from low altitude aircraft and composited NOAA AVHRR data for scaling arctic ecosystem fluxes
    • Jan.
    • A. S. Hope, K. R. Pence, and D. A. Stow, "NDVI from low altitude aircraft and composited NOAA AVHRR data for scaling arctic ecosystem fluxes, " Int. J. Remote Sens., vol. 25, no. 20, pp. 4237-4250, Jan. 2004.
    • (2004) Int. J. Remote Sens. , vol.25 , Issue.20 , pp. 4237-4250
    • Hope, A.S.1    Pence, K.R.2    Stow, D.A.3
  • 42
    • 84982272459 scopus 로고    scopus 로고
    • Calibration of UAS imagery inside and outside of shadows for improved vegetation index computation
    • May
    • E. Bondi, C. Salvaggio, M. Montanaro, and A. D. Gerace, "Calibration of UAS imagery inside and outside of shadows for improved vegetation index computation, " Proc. SPIE, vol. 9866, p. 98660J, May 2016.
    • (2016) Proc. SPIE , vol.9866 , pp. 98660J
    • Bondi, E.1    Salvaggio, C.2    Montanaro, M.3    Gerace, A.D.4
  • 43
    • 30544439121 scopus 로고    scopus 로고
    • Green leaf phenology at Landsat resolution: Scaling from the field to the satellite
    • J. I. Fisher, J. F. Mustard, and M. A. Vadeboncoeur, "Green leaf phenology at Landsat resolution: Scaling from the field to the satellite, " Remote Sens. Environ., vol. 100, no. 2, pp. 265-279, 2006.
    • (2006) Remote Sens. Environ. , vol.100 , Issue.2 , pp. 265-279
    • Fisher, J.I.1    Mustard, J.F.2    Vadeboncoeur, M.A.3
  • 44
    • 0033101356 scopus 로고    scopus 로고
    • A field goniometer system (FIGOS) for acquisition of hyperspectral BRDF data
    • Mar.
    • S. R. Sandmeier and K. I. Itten, "A field goniometer system (FIGOS) for acquisition of hyperspectral BRDF data, " IEEE Trans. Geosci. Remote Sens., vol. 37, no. 2, pp. 978-986, Mar. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.2 , pp. 978-986
    • Sandmeier, S.R.1    Itten, K.I.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.