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Volumn 151, Issue , 2014, Pages 27-43

Evaluation of semi-empirical BRDF models inverted against multi-angle data from a digital airborne frame camera for enhancing forest type classification

Author keywords

Digital airborne frame camera; Forest classification; Inverse problems; Random forests; RossThick LiSparse model; RPV model

Indexed keywords

CAMERAS; DECISION TREES; DISTRIBUTION FUNCTIONS; GEOMETRY; INVERSE PROBLEMS; PARAMETER ESTIMATION; PHOTOMAPPING; REFLECTION; TABLE LOOKUP;

EID: 84906751214     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2013.12.014     Document Type: Article
Times cited : (47)

References (94)
  • 2
    • 35748978234 scopus 로고    scopus 로고
    • Empirical characterization of Random Forest variable importance measures
    • Archer K.J., Kimes R.V. Empirical characterization of Random Forest variable importance measures. Computational Statistics and Data Analysis 2008, 52(4):2249-2260. 10.1016/j.csda.2007.08.015.
    • (2008) Computational Statistics and Data Analysis , vol.52 , Issue.4 , pp. 2249-2260
    • Archer, K.J.1    Kimes, R.V.2
  • 3
    • 33847004048 scopus 로고    scopus 로고
    • Analysis of multi-date MISR measurements for forest and woodland communities, Queensland, Australia
    • Armston J.D., Scarth P.F., Phinn S.R., Danaher T.J. Analysis of multi-date MISR measurements for forest and woodland communities, Queensland, Australia. Remote Sensing of Environment 2007, 107(1-2):287-298. 10.1016/j.rse.2006.11.003.
    • (2007) Remote Sensing of Environment , vol.107 , Issue.1-2 , pp. 287-298
    • Armston, J.D.1    Scarth, P.F.2    Phinn, S.R.3    Danaher, T.J.4
  • 4
    • 2542460955 scopus 로고    scopus 로고
    • Per-pixel analysis of forest structure: Vegetation indices, spectral mixture analysis and canopy reflectance modeling
    • Kluwer Academic Publishers, M.A. Wulder, S.E. Franklin (Eds.)
    • Asner G.P., Hicke J.A., Lobell D.B. Per-pixel analysis of forest structure: Vegetation indices, spectral mixture analysis and canopy reflectance modeling. Remote sensing of forest environments: Concepts and case studies 2003, 209-254. Kluwer Academic Publishers. M.A. Wulder, S.E. Franklin (Eds.).
    • (2003) Remote sensing of forest environments: Concepts and case studies , pp. 209-254
    • Asner, G.P.1    Hicke, J.A.2    Lobell, D.B.3
  • 5
    • 84859427368 scopus 로고    scopus 로고
    • Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery
    • Atzberger C., Richter K. Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery. Remote Sensing of Environment 2012, 120:208-218. 10.1016/j.rse.2011.10.035.
    • (2012) Remote Sensing of Environment , vol.120 , pp. 208-218
    • Atzberger, C.1    Richter, K.2
  • 6
    • 0002586779 scopus 로고
    • Environmental monitoring using multiple-view-angle (MVA) remotely-sensed data
    • John Wiley & Sons, Ltd., Chichester, G.M. Foody, P.J. Curran (Eds.)
    • Barnsley M.J. Environmental monitoring using multiple-view-angle (MVA) remotely-sensed data. Environmental remote sensing from regional to global scales 1994, 181-201. John Wiley & Sons, Ltd., Chichester. G.M. Foody, P.J. Curran (Eds.).
    • (1994) Environmental remote sensing from regional to global scales , pp. 181-201
    • Barnsley, M.J.1
  • 7
    • 3843063442 scopus 로고    scopus 로고
    • The PROBA/CHRIS mission: a low-cost smallsat for hyperspectral multiangle observations of the Earth surface and atmosphere
    • Barnsley M.J., Settle J.J., Cutter M.A., Lobb D.R., Teston F. The PROBA/CHRIS mission: a low-cost smallsat for hyperspectral multiangle observations of the Earth surface and atmosphere. IEEE Transactions on Geoscience and Remote Sensing 2004, 42(7):1512-1520. 10.1109/TGRS.2004.827260.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , Issue.7 , pp. 1512-1520
    • Barnsley, M.J.1    Settle, J.J.2    Cutter, M.A.3    Lobb, D.R.4    Teston, F.5
  • 8
    • 0028681390 scopus 로고
    • Sampling the surface bidirectional reflectance distribution function (BRDF): 1. Evaluation of current and future satellite sensors
    • Barnsley M.J., Strahler A.H., Morris K.P., Muller J. Sampling the surface bidirectional reflectance distribution function (BRDF): 1. Evaluation of current and future satellite sensors. Remote Sensing Reviews 1994, 8(4):271-311. 10.1080/02757259409532205.
    • (1994) Remote Sensing Reviews , vol.8 , Issue.4 , pp. 271-311
    • Barnsley, M.J.1    Strahler, A.H.2    Morris, K.P.3    Muller, J.4
  • 9
    • 0031463213 scopus 로고    scopus 로고
    • Enhanced discrimination of boreal forest covers with directional reflectances from the airborne polarization and directionality of Earth reflectances (POLDER) instrument
    • 29,517-29,528
    • Bicheron P., Leroy M., Hautecoeur O., Bréon F.M. Enhanced discrimination of boreal forest covers with directional reflectances from the airborne polarization and directionality of Earth reflectances (POLDER) instrument. Journal of Geophysical Research 1997, 102(D24):29,517-29,528. 10.1029/97JD01330.
    • (1997) Journal of Geophysical Research , vol.102 , Issue.D24
    • Bicheron, P.1    Leroy, M.2    Hautecoeur, O.3    Bréon, F.M.4
  • 10
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman L. Random Forests. Machine Learning 2001, 45(1):5-32. 10.1023/A:1010933404324.
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 12
    • 32244442462 scopus 로고    scopus 로고
    • Improving global scale land cover classifications with multi-directional POLDER data and a decision tree classifier
    • Brown de Colstoun E.C., Walthall C.L. Improving global scale land cover classifications with multi-directional POLDER data and a decision tree classifier. Remote Sensing of Environment 2006, 100(4):474-485. 10.1016/j.rse.2005.11.003.
    • (2006) Remote Sensing of Environment , vol.100 , Issue.4 , pp. 474-485
    • Brown de Colstoun, E.C.1    Walthall, C.L.2
  • 13
    • 0037382188 scopus 로고    scopus 로고
    • Multi-angular optical remote sensing for assessing vegetation structure and carbon absorption
    • Chen J.M., Liu J., Leblanc S.G., Lacaze R., Roujean J.L. Multi-angular optical remote sensing for assessing vegetation structure and carbon absorption. Remote Sensing of Environment 2003, 84(4):516-525.
    • (2003) Remote Sensing of Environment , vol.84 , Issue.4 , pp. 516-525
    • Chen, J.M.1    Liu, J.2    Leblanc, S.G.3    Lacaze, R.4    Roujean, J.L.5
  • 15
    • 0036564509 scopus 로고    scopus 로고
    • Improved semi-arid community type differentiation with the NOAA AVHRR via exploitation of the directional signal
    • Chopping M.J., Rango A., Ritchie J.C. Improved semi-arid community type differentiation with the NOAA AVHRR via exploitation of the directional signal. IEEE Transactions on Geoscience and Remote Sensing 2002, 40(5):1132-1149. 10.1109/TGRS.2002.1010900.
    • (2002) IEEE Transactions on Geoscience and Remote Sensing , vol.40 , Issue.5 , pp. 1132-1149
    • Chopping, M.J.1    Rango, A.2    Ritchie, J.C.3
  • 16
    • 36248981452 scopus 로고    scopus 로고
    • Remote sensing of woody shrub cover in desert grasslands using MISR with a geometric-optical canopy reflectance model
    • Chopping M., Su L., Rango A., Martonchik J.V., Peters D.P.C., Laliberte A. Remote sensing of woody shrub cover in desert grasslands using MISR with a geometric-optical canopy reflectance model. Remote Sensing of Environment 2008, 112(1):19-34. 10.1016/j.rse.2006.04.023.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.1 , pp. 19-34
    • Chopping, M.1    Su, L.2    Rango, A.3    Martonchik, J.V.4    Peters, D.P.C.5    Laliberte, A.6
  • 17
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Congalton R.G. A review of assessing the accuracy of classifications of remotely sensed data. Remote Sensing of Environment 1991, 37(1):35-46. 10.1016/0034-4257(91)90048-B.
    • (1991) Remote Sensing of Environment , vol.37 , Issue.1 , pp. 35-46
    • Congalton, R.G.1
  • 18
    • 0033080189 scopus 로고    scopus 로고
    • Characterization of the reflectance anisotropy of three boreal forest canopies in spring-summer
    • Deering D.W., Eck T.F., Banerjee B. Characterization of the reflectance anisotropy of three boreal forest canopies in spring-summer. Remote Sensing of Environment 1999, 67(2):205-229. 10.1016/S0034-4257(98)00087-X.
    • (1999) Remote Sensing of Environment , vol.67 , Issue.2 , pp. 205-229
    • Deering, D.W.1    Eck, T.F.2    Banerjee, B.3
  • 20
    • 80053403826 scopus 로고    scopus 로고
    • Ensemble methods in machine learning
    • Springer, Berlin Heidelberg
    • Dietterich T.G. Ensemble methods in machine learning. Multiple Classifier Systems 2000, 1-15. Springer, Berlin Heidelberg.
    • (2000) Multiple Classifier Systems , pp. 1-15
    • Dietterich, T.G.1
  • 24
    • 33846920820 scopus 로고    scopus 로고
    • Using AirMISR data to explore moisture-driven land use-land cover variations at the Howland Forest, Maine - A case study
    • Dupigny-Giroux L.-A.L. Using AirMISR data to explore moisture-driven land use-land cover variations at the Howland Forest, Maine - A case study. Remote Sensing of Environment 2007, 107(1-2):376-384. 10.1016/j.rse.2006.08.015.
    • (2007) Remote Sensing of Environment , vol.107 , Issue.1-2 , pp. 376-384
    • Dupigny-Giroux, L.-A.L.1
  • 25
    • 0003795220 scopus 로고    scopus 로고
    • Parametric bidirectional reflectance factor models: evaluation, improvements and applications
    • European Commission, Joint Research Center, Space Application Institute, Ispra, Italy
    • Engelsen O., Pinty B., Verstraete M., Martonchik J. Parametric bidirectional reflectance factor models: evaluation, improvements and applications. Report EUR16426EN 1996, European Commission, Joint Research Center, Space Application Institute, Ispra, Italy.
    • (1996) Report EUR16426EN
    • Engelsen, O.1    Pinty, B.2    Verstraete, M.3    Martonchik, J.4
  • 26
    • 84906774894 scopus 로고    scopus 로고
    • Exelis Visual Information Solutions, Boulder, Colorado, Exelis Visual Information Solutions
    • Exelis Visual Information Solutions IDL - interactive data language (Version 8.2) 2012, Exelis Visual Information Solutions, Boulder, Colorado.
    • (2012) IDL - interactive data language (Version 8.2)
  • 27
    • 0141682408 scopus 로고    scopus 로고
    • Detecting vegetation structure using a kernel-based BRDF model
    • Gao F., Schaaf C.B., Strahler A.H., Jin Y., Li X. Detecting vegetation structure using a kernel-based BRDF model. Remote Sensing of Environment 2003, 86(2):198-205. 10.1016/S0034-4257(03)00100-7.
    • (2003) Remote Sensing of Environment , vol.86 , Issue.2 , pp. 198-205
    • Gao, F.1    Schaaf, C.B.2    Strahler, A.H.3    Jin, Y.4    Li, X.5
  • 28
    • 34250896905 scopus 로고    scopus 로고
    • Using multi-directional high-resolution imagery from POLDER sensor to retrieve leaf area index
    • Gascon F., Gastellu-Etchegorry J.P., Leroy M. Using multi-directional high-resolution imagery from POLDER sensor to retrieve leaf area index. International Journal of Remote Sensing 2007, 28(1):167-181. 10.1080/01431160600647217.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.1 , pp. 167-181
    • Gascon, F.1    Gastellu-Etchegorry, J.P.2    Leroy, M.3
  • 29
    • 0031255435 scopus 로고    scopus 로고
    • Analyzing the effect of structural variability and canopy gaps on forest BRDF using a geometric-optical model
    • Gerard F.F., North P.R.J. Analyzing the effect of structural variability and canopy gaps on forest BRDF using a geometric-optical model. Remote Sensing of Environment 1997, 62(1):46-62. 10.1016/S0034-4257(97)00070-9.
    • (1997) Remote Sensing of Environment , vol.62 , Issue.1 , pp. 46-62
    • Gerard, F.F.1    North, P.R.J.2
  • 30
    • 0036630209 scopus 로고    scopus 로고
    • Uniqueness of multiangular measurements. II. Joint retrieval of vegetation structure and photosynthetic activity from MISR
    • Gobron N., Pinty B., Verstraete M.M., Widlowski J.-L., Diner D.J. Uniqueness of multiangular measurements. II. Joint retrieval of vegetation structure and photosynthetic activity from MISR. IEEE Transactions on Geoscience and Remote Sensing 2002, 40(7):1574-1592. 10.1109/TGRS.2002.801147.
    • (2002) IEEE Transactions on Geoscience and Remote Sensing , vol.40 , Issue.7 , pp. 1574-1592
    • Gobron, N.1    Pinty, B.2    Verstraete, M.M.3    Widlowski, J.-L.4    Diner, D.J.5
  • 31
    • 0026363857 scopus 로고
    • Spectral interpretation of changes in forest using satellite scanner images
    • Häme T. Spectral interpretation of changes in forest using satellite scanner images. Acta Forestalia Fennica 1991, 222:1-111.
    • (1991) Acta Forestalia Fennica , vol.222 , pp. 1-111
    • Häme, T.1
  • 34
    • 33744994133 scopus 로고    scopus 로고
    • Tree cover and height estimation in the Fennoscandian tundra-taiga transition zone using multiangular MISR data
    • Heiskanen J. Tree cover and height estimation in the Fennoscandian tundra-taiga transition zone using multiangular MISR data. Remote Sensing of Environment 2006, 103(1):97-114. 10.1016/j.rse.2006.03.015.
    • (2006) Remote Sensing of Environment , vol.103 , Issue.1 , pp. 97-114
    • Heiskanen, J.1
  • 36
    • 57849109966 scopus 로고    scopus 로고
    • Relationship of MISR RPV parameters and MODIS BRDF shape indicators to surface vegetation patterns in an Australian tropical savanna
    • Hill M.J., Averill C., Jiao Z., Schaaf C.B., Armston J.D. Relationship of MISR RPV parameters and MODIS BRDF shape indicators to surface vegetation patterns in an Australian tropical savanna. Canadian Journal of Remote Sensing 2008, 34(S2):S247-S267. 10.5589/m08-042.
    • (2008) Canadian Journal of Remote Sensing , vol.34 , Issue.S2
    • Hill, M.J.1    Averill, C.2    Jiao, Z.3    Schaaf, C.B.4    Armston, J.D.5
  • 37
    • 79957604093 scopus 로고    scopus 로고
    • Characterizing vegetation cover in global savannas with an annual foliage clumping index derived from the MODIS BRDF product
    • Hill M.J., Román M.O., Schaaf C.B., Hutley L., Brannstrom C., Etter A., et al. Characterizing vegetation cover in global savannas with an annual foliage clumping index derived from the MODIS BRDF product. Remote Sensing of Environment 2011, 115(8):2008-2024. 10.1016/j.rse.2011.04.003.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.8 , pp. 2008-2024
    • Hill, M.J.1    Román, M.O.2    Schaaf, C.B.3    Hutley, L.4    Brannstrom, C.5    Etter, A.6
  • 39
    • 84866051922 scopus 로고    scopus 로고
    • Noise level estimation for image processing
    • Springer, Berlin Heidelberg, G. Lee, D. Howard, J.J. Kang, D. Śle{ogonek}zak (Eds.)
    • Jeon G., Kang S., Lee Y.-S. Noise level estimation for image processing. Convergence and Hybrid Information Technology 2012, 350-356. Springer, Berlin Heidelberg. G. Lee, D. Howard, J.J. Kang, D. Śle{ogonek}zak (Eds.).
    • (2012) Convergence and Hybrid Information Technology , pp. 350-356
    • Jeon, G.1    Kang, S.2    Lee, Y.-S.3
  • 40
    • 84870034644 scopus 로고    scopus 로고
    • Improving MODIS land cover classification by combining MODIS spectral and angular signatures in a Canadian boreal forest
    • Jiao Z., Woodcock C., Schaaf C.B., Tan B., Liu J., Gao F., et al. Improving MODIS land cover classification by combining MODIS spectral and angular signatures in a Canadian boreal forest. Canadian Journal of Remote Sensing 2011, 37(2):184-203. 10.5589/m11-030.
    • (2011) Canadian Journal of Remote Sensing , vol.37 , Issue.2 , pp. 184-203
    • Jiao, Z.1    Woodcock, C.2    Schaaf, C.B.3    Tan, B.4    Liu, J.5    Gao, F.6
  • 42
    • 32344440535 scopus 로고    scopus 로고
    • Predicting lidar measured forest vertical structure from multi-angle spectral data
    • Kimes D.S., Ranson K.J., Sun G., Blair J.B. Predicting lidar measured forest vertical structure from multi-angle spectral data. Remote Sensing of Environment 2006, 100(4):503-511. 10.1016/j.rse.2005.11.004.
    • (2006) Remote Sensing of Environment , vol.100 , Issue.4 , pp. 503-511
    • Kimes, D.S.1    Ranson, K.J.2    Sun, G.3    Blair, J.B.4
  • 44
    • 0017916823 scopus 로고
    • Measured spectral bidirectional reflectance properties of four vegetated surfaces
    • Kriebel K.T. Measured spectral bidirectional reflectance properties of four vegetated surfaces. Applied Optics 1978, 253-261.
    • (1978) Applied Optics , pp. 253-261
    • Kriebel, K.T.1
  • 45
    • 33846957365 scopus 로고    scopus 로고
    • Application to MISR land products of an RPV model inversion package using adjoint and Hessian codes
    • Lavergne T., Kaminski T., Pinty B., Taberner M., Gobron N., Verstraete M.M., et al. Application to MISR land products of an RPV model inversion package using adjoint and Hessian codes. Remote Sensing of Environment 2007, 107(1-2):362-375. 10.1016/j.rse.2006.05.021.
    • (2007) Remote Sensing of Environment , vol.107 , Issue.1-2 , pp. 362-375
    • Lavergne, T.1    Kaminski, T.2    Pinty, B.3    Taberner, M.4    Gobron, N.5    Verstraete, M.M.6
  • 47
    • 0031366456 scopus 로고    scopus 로고
    • NDVI directionality in boreal forests: A model interpretation of measurements
    • Leblanc S.G., Chen J.M., Cihlar J. NDVI directionality in boreal forests: A model interpretation of measurements. Canadian Journal of Remote Sensing 1997, 23:368-379.
    • (1997) Canadian Journal of Remote Sensing , vol.23 , pp. 368-379
    • Leblanc, S.G.1    Chen, J.M.2    Cihlar, J.3
  • 49
    • 0026836865 scopus 로고
    • Geometric-optical bidirectional reflectance modeling of the discrete crown vegetation canopy: effect of crown shape and mutual shadowing
    • Li X., Strahler A.H. Geometric-optical bidirectional reflectance modeling of the discrete crown vegetation canopy: effect of crown shape and mutual shadowing. IEEE Transactions on Geoscience and Remote Sensing 1992, 30(2):276-292. 10.1109/36.134078.
    • (1992) IEEE Transactions on Geoscience and Remote Sensing , vol.30 , Issue.2 , pp. 276-292
    • Li, X.1    Strahler, A.H.2
  • 50
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw A., Wiener M. Classification and regression by randomForest. R News 2002, 2(3):18-22.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 51
    • 78650126256 scopus 로고    scopus 로고
    • Spectral variability and discrimination assessment in a tropical peat swamp landscape using CHRIS/PROBA data
    • Liesenberg V., Boehm H.-D., Gloaguen R. Spectral variability and discrimination assessment in a tropical peat swamp landscape using CHRIS/PROBA data. GIScience & Remote Sensing 2010, 47(4):541-565. 10.2747/1548-1603.47.4.541.
    • (2010) GIScience & Remote Sensing , vol.47 , Issue.4 , pp. 541-565
    • Liesenberg, V.1    Boehm, H.-D.2    Gloaguen, R.3
  • 52
    • 0037143129 scopus 로고    scopus 로고
    • Analysis of POLDER-ADEOS data for the Australian continent: The relationship between BRDF and vegetation structure
    • Lovell J.L., Graetz R.D. Analysis of POLDER-ADEOS data for the Australian continent: The relationship between BRDF and vegetation structure. International Journal of Remote Sensing 2002, 23(14):2767-2796. 10.1080/01431160110106131.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.14 , pp. 2767-2796
    • Lovell, J.L.1    Graetz, R.D.2
  • 53
    • 0034627741 scopus 로고    scopus 로고
    • Theoretical noise sensitivity of BRDF and albedo retrieval from the EOS-MODIS and MISR sensors with respect to angular sampling
    • Lucht W., Lewis P. Theoretical noise sensitivity of BRDF and albedo retrieval from the EOS-MODIS and MISR sensors with respect to angular sampling. International Journal of Remote Sensing 2000, 21(1):81-98. 10.1080/014311600211000.
    • (2000) International Journal of Remote Sensing , vol.21 , Issue.1 , pp. 81-98
    • Lucht, W.1    Lewis, P.2
  • 54
    • 0039772200 scopus 로고    scopus 로고
    • Considerations in the parametric modeling of BRDF and albedo from multiangular satellite sensor observations
    • Lucht W., Roujean J.-L. Considerations in the parametric modeling of BRDF and albedo from multiangular satellite sensor observations. Remote Sensing Reviews 2000, 18(2-4):343-379. 10.1080/02757250009532395.
    • (2000) Remote Sensing Reviews , vol.18 , Issue.2-4 , pp. 343-379
    • Lucht, W.1    Roujean, J.-L.2
  • 55
    • 0033894072 scopus 로고    scopus 로고
    • An algorithm for the retrieval of albedo from space using semiempirical BRDF models
    • Lucht W., Schaaf C.B., Strahler A.H. An algorithm for the retrieval of albedo from space using semiempirical BRDF models. IEEE Transactions on Geoscience and Remote Sensing 2000, 38(2):977-998. 10.1109/36.841980.
    • (2000) IEEE Transactions on Geoscience and Remote Sensing , vol.38 , Issue.2 , pp. 977-998
    • Lucht, W.1    Schaaf, C.B.2    Strahler, A.H.3
  • 57
    • 26444535648 scopus 로고    scopus 로고
    • Forest and woodland stand structural complexity: Its definition and measurement
    • McElhinny C., Gibbons P., Brack C., Bauhus J. Forest and woodland stand structural complexity: Its definition and measurement. Forest Ecology and Management 2005, 218(1-3):1-24. 10.1016/j.foreco.2005.08.034.
    • (2005) Forest Ecology and Management , vol.218 , Issue.1-3 , pp. 1-24
    • McElhinny, C.1    Gibbons, P.2    Brack, C.3    Bauhus, J.4
  • 58
    • 0000303999 scopus 로고
    • The reciprocity principle in lunar photometry
    • Minnaert M. The reciprocity principle in lunar photometry. The Astrophysical Journal 1941, 93:403-410. 10.1086/144279.
    • (1941) The Astrophysical Journal , vol.93 , pp. 403-410
    • Minnaert, M.1
  • 59
    • 13344278660 scopus 로고    scopus 로고
    • Random Forest classifier for remote sensing classification
    • Pal M. Random Forest classifier for remote sensing classification. International Journal of Remote Sensing 2005, 26(1):217-222. 10.1080/01431160412331269698.
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.1 , pp. 217-222
    • Pal, M.1
  • 61
    • 79957497478 scopus 로고    scopus 로고
    • Estimation of vegetation clumping index using MODIS BRDF data
    • Pisek J., Chen J.M., Nilson T. Estimation of vegetation clumping index using MODIS BRDF data. International Journal of Remote Sensing 2011, 32(9):2645-2657. 10.1080/01431161.2010.507611.
    • (2011) International Journal of Remote Sensing , vol.32 , Issue.9 , pp. 2645-2657
    • Pisek, J.1    Chen, J.M.2    Nilson, T.3
  • 62
    • 84888198867 scopus 로고    scopus 로고
    • Random forest for bioinformatics
    • Springer, US, C. Zhang, Y. Ma (Eds.)
    • Qi Y. Random forest for bioinformatics. Ensemble machine learning 2012, 307-323. Springer, US. C. Zhang, Y. Ma (Eds.).
    • (2012) Ensemble machine learning , pp. 307-323
    • Qi, Y.1
  • 63
    • 84863304598 scopus 로고    scopus 로고
    • R Foundation for Statistical Computing, Vienna, Austria, (Retrieved from , R Development Core Team
    • R Development Core Team R: a language and environment for statistical computing (Version 2.15.0) 2012, R Foundation for Statistical Computing, Vienna, Austria, (Retrieved from http://www.R-project.org/).
    • (2012) R: a language and environment for statistical computing (Version 2.15.0)
  • 64
    • 0027804316 scopus 로고
    • Coupled surface-atmosphere reflectance (CSAR) model 2. Semiempirical surface model usable with NOAA advanced very high resolution radiometer data
    • 20,791-20,801
    • Rahman H., Pinty B., Verstraete M.M. Coupled surface-atmosphere reflectance (CSAR) model 2. Semiempirical surface model usable with NOAA advanced very high resolution radiometer data. Journal of Geophysical Research 1993, 98(D11):20,791-20,801. 10.1029/93JD02072.
    • (1993) Journal of Geophysical Research , vol.98 , Issue.D11
    • Rahman, H.1    Pinty, B.2    Verstraete, M.M.3
  • 66
  • 67
    • 0035197519 scopus 로고    scopus 로고
    • A review of the application of BRDF models to infer land cover parameters at regional and global scales
    • Roberts G. A review of the application of BRDF models to infer land cover parameters at regional and global scales. Progress in Physical Geography 2001, 25(4):483-511. 10.1177/030913330102500402.
    • (2001) Progress in Physical Geography , vol.25 , Issue.4 , pp. 483-511
    • Roberts, G.1
  • 68
    • 4243060322 scopus 로고    scopus 로고
    • Spectral and structural measures of northwest forest vegetation at leaf to landscape scales
    • Roberts D.A., Ustin S.L., Ogunjemiyo S., Greenberg J., Dobrowski S.Z., Chen J., et al. Spectral and structural measures of northwest forest vegetation at leaf to landscape scales. Ecosystems 2004, 7(5):545-562. 10.1007/s10021-004-0144-5.
    • (2004) Ecosystems , vol.7 , Issue.5 , pp. 545-562
    • Roberts, D.A.1    Ustin, S.L.2    Ogunjemiyo, S.3    Greenberg, J.4    Dobrowski, S.Z.5    Chen, J.6
  • 71
    • 0242464329 scopus 로고
    • A bidirectional reflectance model of the Earth's surface for the correction of remote sensing data
    • Roujean J.-L., Leroy M., Deschamps P.-Y. A bidirectional reflectance model of the Earth's surface for the correction of remote sensing data. Journal of Geophysical Research, [Atmospheres] 1992, 97(D18):20455-20468. 10.1029/92JD01411.
    • (1992) Journal of Geophysical Research, [Atmospheres] , vol.97 , Issue.D18 , pp. 20455-20468
    • Roujean, J.-L.1    Leroy, M.2    Deschamps, P.-Y.3
  • 72
    • 0031427043 scopus 로고    scopus 로고
    • Retrieval of land surface parameters from airborne POLDER bidirectional reflectance distribution function during HAPEX-Sahel
    • Roujean J.-L., Tanré D., Bréon F.-M., Deuzé J.-L. Retrieval of land surface parameters from airborne POLDER bidirectional reflectance distribution function during HAPEX-Sahel. Journal of Geophysical Research, [Atmospheres] 1997, 102(D10):11201-11218. 10.1029/97JD00341.
    • (1997) Journal of Geophysical Research, [Atmospheres] , vol.102 , Issue.D10 , pp. 11201-11218
    • Roujean, J.-L.1    Tanré, D.2    Bréon, F.-M.3    Deuzé, J.-L.4
  • 74
    • 0033199380 scopus 로고    scopus 로고
    • Structure analysis and classification of boreal forests using airborne hyperspectral BRDF data from ASAS
    • Sandmeier S., Deering D.W. Structure analysis and classification of boreal forests using airborne hyperspectral BRDF data from ASAS. Remote Sensing of Environment 1999, 69(3):281-295. 10.1016/S0034-4257(99)00032-2.
    • (1999) Remote Sensing of Environment , vol.69 , Issue.3 , pp. 281-295
    • Sandmeier, S.1    Deering, D.W.2
  • 75
    • 5144229483 scopus 로고    scopus 로고
    • The anatomy of inverse problems
    • Scales J., Snieder R. The anatomy of inverse problems. Geophysics 2000, 65(6):1708-1710.
    • (2000) Geophysics , vol.65 , Issue.6 , pp. 1708-1710
    • Scales, J.1    Snieder, R.2
  • 76
    • 11144347838 scopus 로고    scopus 로고
    • First operational BRDF, albedo nadir reflectance products from MODIS
    • Schaaf C.B., Gao F., Strahler A.H., Lucht W., Li X., Tsang T., et al. First operational BRDF, albedo nadir reflectance products from MODIS. Remote Sensing of Environment 2002, 83(1-2):135-148. 10.1016/S0034-4257(02)00091-3.
    • (2002) Remote Sensing of Environment , vol.83 , Issue.1-2 , pp. 135-148
    • Schaaf, C.B.1    Gao, F.2    Strahler, A.H.3    Lucht, W.4    Li, X.5    Tsang, T.6
  • 81
    • 0032732676 scopus 로고    scopus 로고
    • The use of the empirical line method to calibrate remotely sensed data to reflectance
    • Smith G.M., Milton E.J. The use of the empirical line method to calibrate remotely sensed data to reflectance. International Journal of Remote Sensing 1999, 20(13):2653-2662. 10.1080/014311699211994.
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.13 , pp. 2653-2662
    • Smith, G.M.1    Milton, E.J.2
  • 83
    • 33846901577 scopus 로고    scopus 로고
    • Support vector machines for recognition of semi-arid vegetation types using MISR multi-angle imagery
    • Su L., Chopping M.J., Rango A., Martonchik J.V., Peters D.P.C. Support vector machines for recognition of semi-arid vegetation types using MISR multi-angle imagery. Remote Sensing of Environment 2007, 107(1-2):299-311. 10.1016/j.rse.2006.05.023.
    • (2007) Remote Sensing of Environment , vol.107 , Issue.1-2 , pp. 299-311
    • Su, L.1    Chopping, M.J.2    Rango, A.3    Martonchik, J.V.4    Peters, D.P.C.5
  • 84
    • 84906732691 scopus 로고    scopus 로고
    • Environmental information extraction from satellite remote sensing data
    • American Geophysical Union, Washington, D. C.
    • Verstraete M.M., Pinty B. Environmental information extraction from satellite remote sensing data. Geophysical Monograph Series 2000, Vol. 114:125-137. American Geophysical Union, Washington, D. C.
    • (2000) Geophysical Monograph Series , vol.114 , pp. 125-137
    • Verstraete, M.M.1    Pinty, B.2
  • 85
    • 79953210338 scopus 로고    scopus 로고
    • Retrieval of canopy height using moderate-resolution imaging spectroradiometer (MODIS) data
    • Wang Z., Schaaf C.B., Lewis P., Knyazikhin Y., Schull M.A., Strahler A.H., et al. Retrieval of canopy height using moderate-resolution imaging spectroradiometer (MODIS) data. Remote Sensing of Environment 2011, 115(6):1595-1601. 10.1016/j.rse.2011.02.010.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.6 , pp. 1595-1601
    • Wang, Z.1    Schaaf, C.B.2    Lewis, P.3    Knyazikhin, Y.4    Schull, M.A.5    Strahler, A.H.6
  • 86
    • 0029542552 scopus 로고
    • On the derivation of kernels for kernel-driven models of bidirectional reflectance
    • Wanner W., Li X., Strahler A.H. On the derivation of kernels for kernel-driven models of bidirectional reflectance. Journal of Geophysical Research, [Atmospheres] 1995, 100(D10):21077-21089. 10.1029/95JD02371.
    • (1995) Journal of Geophysical Research, [Atmospheres] , vol.100 , Issue.D10 , pp. 21077-21089
    • Wanner, W.1    Li, X.2    Strahler, A.H.3
  • 87
    • 0031440285 scopus 로고    scopus 로고
    • Global retrieval of bidirectional reflectance and albedo over land from EOS MODIS and MISR data: Theory and algorithm
    • Wanner W., Strahler A.H., Hu B., Lewis P., Muller J.-P., Li X., et al. Global retrieval of bidirectional reflectance and albedo over land from EOS MODIS and MISR data: Theory and algorithm. Journal of Geophysical Research, [Atmospheres] 1997, 102(D14):17143-17161. 10.1029/96JD03295.
    • (1997) Journal of Geophysical Research, [Atmospheres] , vol.102 , Issue.D14 , pp. 17143-17161
    • Wanner, W.1    Strahler, A.H.2    Hu, B.3    Lewis, P.4    Muller, J.-P.5    Li, X.6
  • 89
    • 0035894831 scopus 로고    scopus 로고
    • Characterization of surface heterogeneity detected at the MISR/TERRA subpixel scale
    • Widlowski J.-L., Pinty B., Gobron N., Verstraete M.M., Davis A.B. Characterization of surface heterogeneity detected at the MISR/TERRA subpixel scale. Geophysical Research Letters 2001, 28(24):4639-4642. 10.1029/2001GL013490.
    • (2001) Geophysical Research Letters , vol.28 , Issue.24 , pp. 4639-4642
    • Widlowski, J.-L.1    Pinty, B.2    Gobron, N.3    Verstraete, M.M.4    Davis, A.B.5
  • 90
    • 20144365889 scopus 로고    scopus 로고
    • Canopy structure parameters derived from multi-angular remote sensing data for terrestrial carbon studies
    • Widlowski J.-L., Pinty B., Gobron N., Verstraete M., Diner D., Davis A. Canopy structure parameters derived from multi-angular remote sensing data for terrestrial carbon studies. Climatic Change 2004, 67(2-3):403-415. 10.1007/s10584-004-3566-3.
    • (2004) Climatic Change , vol.67 , Issue.2-3 , pp. 403-415
    • Widlowski, J.-L.1    Pinty, B.2    Gobron, N.3    Verstraete, M.4    Diner, D.5    Davis, A.6
  • 92
    • 33746490049 scopus 로고    scopus 로고
    • Horizontal radiation transport in 3-D forest canopies at multiple spatial resolutions: Simulated impact on canopy absorption
    • Widlowski J.-L., Pinty B., Lavergne T., Verstraete M.M., Gobron N. Horizontal radiation transport in 3-D forest canopies at multiple spatial resolutions: Simulated impact on canopy absorption. Remote Sensing of Environment 2006, 103(4):379-397. 10.1016/j.rse.2006.03.014.
    • (2006) Remote Sensing of Environment , vol.103 , Issue.4 , pp. 379-397
    • Widlowski, J.-L.1    Pinty, B.2    Lavergne, T.3    Verstraete, M.M.4    Gobron, N.5
  • 93
    • 26844568759 scopus 로고    scopus 로고
    • View angle effects on the discrimination of selected Amazonian land cover types from a principal-component analysis of MISR spectra
    • Xavier A.S., Galvão L.S. View angle effects on the discrimination of selected Amazonian land cover types from a principal-component analysis of MISR spectra. International Journal of Remote Sensing 2005, 26(17):3797-3811. 10.1080/09500340500106931.
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.17 , pp. 3797-3811
    • Xavier, A.S.1    Galvão, L.S.2
  • 94
    • 79952039360 scopus 로고    scopus 로고
    • Inversion of a radiative transfer model for estimating forest LAI from multisource and multiangular optical remote sensing data
    • Yang G., Zhao C., Liu Q., Huang W., Wang J. Inversion of a radiative transfer model for estimating forest LAI from multisource and multiangular optical remote sensing data. IEEE Transactions on Geoscience and Remote Sensing 2011, 49(3):988-1000. 10.1109/TGRS.2010.2071416.
    • (2011) IEEE Transactions on Geoscience and Remote Sensing , vol.49 , Issue.3 , pp. 988-1000
    • Yang, G.1    Zhao, C.2    Liu, Q.3    Huang, W.4    Wang, J.5


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