메뉴 건너뛰기




Volumn 193, Issue , 2017, Pages 11-28

Application of polarization signature to land cover scattering mechanism analysis and classification using multi-temporal C-band polarimetric RADARSAT-2 imagery

Author keywords

Land cover classification; Polarimetric SAR; Polarization signature; RADARSAT 2; Scattering mechanism analysis

Indexed keywords

BINS; CROPS; DECISION TREES; IMAGE CLASSIFICATION; POLARIMETERS; POLARIZATION; SUPPORT VECTOR MACHINES; SYNTHETIC APERTURE RADAR;

EID: 85014298878     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2017.02.014     Document Type: Article
Times cited : (60)

References (47)
  • 1
    • 80052449896 scopus 로고    scopus 로고
    • Multi-temporal land-cover classification of agricultural areas in two European regions with high resolution spotlight TerraSAR-X data
    • Bargiel, D., Herrmann, S., Multi-temporal land-cover classification of agricultural areas in two European regions with high resolution spotlight TerraSAR-X data. Remote Sens. 3 (2011), 859–877.
    • (2011) Remote Sens. , vol.3 , pp. 859-877
    • Bargiel, D.1    Herrmann, S.2
  • 2
    • 0035574385 scopus 로고    scopus 로고
    • Object based analysis of polarimetric SAR data in alpha-entropy-anisotropy decomposition using fuzzy classification by eCognition
    • Benz, U.C., Pottier, E., Object based analysis of polarimetric SAR data in alpha-entropy-anisotropy decomposition using fuzzy classification by eCognition. 2001 IEEE International Symposium on Geoscience and Remote Sensing, IGARSS’01, 2001, 1427–1429.
    • (2001) 2001 IEEE International Symposium on Geoscience and Remote Sensing, IGARSS’01 , pp. 1427-1429
    • Benz, U.C.1    Pottier, E.2
  • 3
  • 4
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breman, L., Random forests. Mach. Learn. 45:1 (2001), 5–32.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 5-32
    • Breman, L.1
  • 5
    • 0030146803 scopus 로고    scopus 로고
    • Simulated polarimetric signatures of primitive geometrical shapes
    • Cameron, W.L., Youssef, N.N., Leung, L.K., Simulated polarimetric signatures of primitive geometrical shapes. IEEE Trans. Geosci. Remote Sens. 34:3 (1996), 793–803.
    • (1996) IEEE Trans. Geosci. Remote Sens. , vol.34 , Issue.3 , pp. 793-803
    • Cameron, W.L.1    Youssef, N.N.2    Leung, L.K.3
  • 6
    • 35649017205 scopus 로고    scopus 로고
    • An unsupervised segmentation with an adatpive number of clusters using the SPAN/H/alpha/a space and the complex Wishart clustering for fully polarimetric SAR data analysis
    • Cao, F., Hong, W., Wu, Y.R., Pottier, E., An unsupervised segmentation with an adatpive number of clusters using the SPAN/H/alpha/a space and the complex Wishart clustering for fully polarimetric SAR data analysis. IEEE Trans. Geosci. Remote Sens. 45:11 (2007), 3454–3467.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.11 , pp. 3454-3467
    • Cao, F.1    Hong, W.2    Wu, Y.R.3    Pottier, E.4
  • 7
    • 0030104487 scopus 로고    scopus 로고
    • A review of target decompostion theorems in radar polarimetry
    • Cloude, S.R., Pottier, E., A review of target decompostion theorems in radar polarimetry. IEEE Trans. Geosci. Remote Sens. 34:2 (1996), 498–518.
    • (1996) IEEE Trans. Geosci. Remote Sens. , vol.34 , Issue.2 , pp. 498-518
    • Cloude, S.R.1    Pottier, E.2
  • 8
    • 0030780622 scopus 로고    scopus 로고
    • An entropy based classification scheme for land applications of polarimetric SAR
    • Cloude, S.R., Pottier, E., An entropy based classification scheme for land applications of polarimetric SAR. IEEE Trans. Geosci. Remote Sens. 35:1 (1997), 68–78.
    • (1997) IEEE Trans. Geosci. Remote Sens. , vol.35 , Issue.1 , pp. 68-78
    • Cloude, S.R.1    Pottier, E.2
  • 9
    • 84865802402 scopus 로고    scopus 로고
    • Towards operational radar-only crop type classification: comparison of traditional decision tree with a random Forest classifier
    • Deschamps, B., McNairn, H., Shang, J., Jiao, X., Towards operational radar-only crop type classification: comparison of traditional decision tree with a random Forest classifier. Can. J. Remote. Sens. 38:1 (2012), 60–68.
    • (2012) Can. J. Remote. Sens. , vol.38 , Issue.1 , pp. 60-68
    • Deschamps, B.1    McNairn, H.2    Shang, J.3    Jiao, X.4
  • 10
    • 84927582865 scopus 로고    scopus 로고
    • Random forest and rotation forest for fully polarized SAR image classification using polarimetric and spatial features
    • Du, P., Samat, A., Waske, B., Liu, S., Li, Z., Random forest and rotation forest for fully polarized SAR image classification using polarimetric and spatial features. ISPRS J. Photogramm. Remote Sens. 105 (2015), 38–53.
    • (2015) ISPRS J. Photogramm. Remote Sens. , vol.105 , pp. 38-53
    • Du, P.1    Samat, A.2    Waske, B.3    Liu, S.4    Li, Z.5
  • 11
    • 0024663388 scopus 로고
    • Modeling and observation of the radar polarization signature of forested areas
    • Durden, S.L., van Zyl, J.J., Zebker, H.A., Modeling and observation of the radar polarization signature of forested areas. IEEE Trans. Geosci. Remote Sens. 27:3 (1989), 290–301.
    • (1989) IEEE Trans. Geosci. Remote Sens. , vol.27 , Issue.3 , pp. 290-301
    • Durden, S.L.1    van Zyl, J.J.2    Zebker, H.A.3
  • 12
    • 77956179220 scopus 로고    scopus 로고
    • A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing
    • Duveiller, G., Defourny, P., A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing. Remote Sens. Environ. 114:11 (2010), 2637–2650.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.11 , pp. 2637-2650
    • Duveiller, G.1    Defourny, P.2
  • 14
    • 0028552715 scopus 로고
    • Crop classification from C-band polarimetric radar data
    • Foody, G.M., Mcculloch, M.B., Yates, W.B., Crop classification from C-band polarimetric radar data. Int. J. Remote Sens. 15:14 (1994), 2871–2885.
    • (1994) Int. J. Remote Sens. , vol.15 , Issue.14 , pp. 2871-2885
    • Foody, G.M.1    Mcculloch, M.B.2    Yates, W.B.3
  • 15
    • 33747921774 scopus 로고    scopus 로고
    • A three-component scattering model for polarimetric SAR data
    • Freeman, A., Durden, S.L., A three-component scattering model for polarimetric SAR data. IEEE Trans. Geosci. Remote Sens. 36:3 (1998), 963–973.
    • (1998) IEEE Trans. Geosci. Remote Sens. , vol.36 , Issue.3 , pp. 963-973
    • Freeman, A.1    Durden, S.L.2
  • 17
    • 0442279713 scopus 로고    scopus 로고
    • A new polarimetric classification approach evaluated for agricultural crops
    • Hoekman, D.H., Vissers, M.A.M., A new polarimetric classification approach evaluated for agricultural crops. IEEE Trans. Geosci. Remote Sens. 41:12 (2003), 2881–2889.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.12 , pp. 2881-2889
    • Hoekman, D.H.1    Vissers, M.A.M.2
  • 18
    • 84937781274 scopus 로고    scopus 로고
    • A simplified adaptive volume scattering model and scattering analysis of crops over agricultrual fields using the RADARSAT-2 polarimetric SAR imagery
    • (096026-1-096026-18)
    • Huang, X., Wang, J., Shang, J., A simplified adaptive volume scattering model and scattering analysis of crops over agricultrual fields using the RADARSAT-2 polarimetric SAR imagery. J. Appl. Remote. Sens., 9(1), 2015 (096026-1-096026-18).
    • (2015) J. Appl. Remote. Sens. , vol.9 , Issue.1
    • Huang, X.1    Wang, J.2    Shang, J.3
  • 19
    • 84970897542 scopus 로고    scopus 로고
    • An integrated surface parameter inversion scheme over agricultural fields at early growing stages by means of C-band polarimetric RADARSAT-2 imagery
    • Huang, X., Wang, J., Shang, J., An integrated surface parameter inversion scheme over agricultural fields at early growing stages by means of C-band polarimetric RADARSAT-2 imagery. IEEE Trans. Geosci. Remote Sens. 54:5 (2016), 2510–2528.
    • (2016) IEEE Trans. Geosci. Remote Sens. , vol.54 , Issue.5 , pp. 2510-2528
    • Huang, X.1    Wang, J.2    Shang, J.3
  • 20
    • 85027928739 scopus 로고    scopus 로고
    • A new method for land cover characterization and classification of polarimetric SAR data using polarimetric signatures
    • Jafari, M., Maghsoudi, Y., Zoej, M.J.V., A new method for land cover characterization and classification of polarimetric SAR data using polarimetric signatures. IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. 8:7 (2015), 3595–3607.
    • (2015) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.8 , Issue.7 , pp. 3595-3607
    • Jafari, M.1    Maghsoudi, Y.2    Zoej, M.J.V.3
  • 22
    • 55649088555 scopus 로고    scopus 로고
    • Feature-motivated Sinclair matrix (sphere/diplane/helix) decomposition and its application to target sorting for land feature classification
    • Krogager, E., Boerner, W.M., Madsen, S.N., Feature-motivated Sinclair matrix (sphere/diplane/helix) decomposition and its application to target sorting for land feature classification. Proc. SPIE Conference on Wideband Interferometric Sensing and Imaging Polarimetry, 3120(1), 1997, 144–154.
    • (1997) Proc. SPIE Conference on Wideband Interferometric Sensing and Imaging Polarimetry , vol.31201 , pp. 144-154
    • Krogager, E.1    Boerner, W.M.2    Madsen, S.N.3
  • 24
    • 84971667970 scopus 로고    scopus 로고
    • On the added value of quad-pol data in a multi-temporal crop classification framework based on RADARSAT-2 imagery
    • Larrañaga, A., Álvarez-Mozos, J., On the added value of quad-pol data in a multi-temporal crop classification framework based on RADARSAT-2 imagery. Remote Sens., 8(4), 2016, 335.
    • (2016) Remote Sens. , vol.8 , Issue.4 , pp. 335
    • Larrañaga, A.1    Álvarez-Mozos, J.2
  • 25
    • 77949635118 scopus 로고    scopus 로고
    • Polarimetric Radar Imaging: From Basics to Applications
    • CRC Press Boca Raton
    • Lee, J.S., Pottier, E., Polarimetric Radar Imaging: From Basics to Applications. 2009, CRC Press, Boca Raton.
    • (2009)
    • Lee, J.S.1    Pottier, E.2
  • 26
    • 0028562850 scopus 로고
    • Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution
    • Lee, J.S., Grunes, M.R., Kwok, R., Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution. Int. J. Remote Sens. 15:1 (1994), 2299–2311.
    • (1994) Int. J. Remote Sens. , vol.15 , Issue.1 , pp. 2299-2311
    • Lee, J.S.1    Grunes, M.R.2    Kwok, R.3
  • 28
    • 2442616341 scopus 로고    scopus 로고
    • Unsupervised terrain classification preserving polarimetric scattering characteristics
    • Lee, J.S., Grunes, M.R., Pottier, E., Ferro-Famil, L., Unsupervised terrain classification preserving polarimetric scattering characteristics. IEEE Trans. Geosci. Remote Sens. 42:4 (2004), 722–731.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.4 , pp. 722-731
    • Lee, J.S.1    Grunes, M.R.2    Pottier, E.3    Ferro-Famil, L.4
  • 31
    • 70549104881 scopus 로고    scopus 로고
    • The contribution of ALOS PALSAR multipolariztion and polarimetric data to crop classification
    • McNairn, H., Shang, J., Jiao, X., Champagne, C., The contribution of ALOS PALSAR multipolariztion and polarimetric data to crop classification. IEEE Trans. Geosci. Remote Sens. 47:12 (2009), 3981–3992.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.12 , pp. 3981-3992
    • McNairn, H.1    Shang, J.2    Jiao, X.3    Champagne, C.4
  • 32
    • 34547419542 scopus 로고    scopus 로고
    • Unsupervised classifcation of scattering mechanisms in polarimetric SAR data using fuzzy logic in entropy and alpha plane
    • Park, S.E., Moon, W.M., Unsupervised classifcation of scattering mechanisms in polarimetric SAR data using fuzzy logic in entropy and alpha plane. IEEE Trans. Geosci. Remote Sens. 45:8 (2007), 2652–2664.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.8 , pp. 2652-2664
    • Park, S.E.1    Moon, W.M.2
  • 33
    • 82655178425 scopus 로고    scopus 로고
    • A novel algorithm for land use and land cover classification using RADARSAT-2 polarimetric SAR data
    • Qi, Z., Yeh, A.G., Li, X., Lin, Z., A novel algorithm for land use and land cover classification using RADARSAT-2 polarimetric SAR data. Remote Sens. Environ. 118 (2012), 21–39.
    • (2012) Remote Sens. Environ. , vol.118 , pp. 21-39
    • Qi, Z.1    Yeh, A.G.2    Li, X.3    Lin, Z.4
  • 34
    • 84951910279 scopus 로고    scopus 로고
    • Monthly short-term detection of land development using RADARSAT-2 polarimetric SAR imagery
    • Qi, Z., Yeh, A.G., Li, X., Xian, S., Zhang, X., Monthly short-term detection of land development using RADARSAT-2 polarimetric SAR imagery. Remote Sens. Environ. 164 (2015), 179–196.
    • (2015) Remote Sens. Environ. , vol.164 , pp. 179-196
    • Qi, Z.1    Yeh, A.G.2    Li, X.3    Xian, S.4    Zhang, X.5
  • 35
    • 84980088843 scopus 로고
    • Reflection of electromagnetic waves from slightly rough surfaces
    • Rice, S.O., Reflection of electromagnetic waves from slightly rough surfaces. Commun. Pure Appl. Math. 4:2‐3 (1951), 351–378.
    • (1951) Commun. Pure Appl. Math. , vol.4 , Issue.2‐3 , pp. 351-378
    • Rice, S.O.1
  • 37
    • 84861413166 scopus 로고    scopus 로고
    • Crop classification by multitemporal C- and L-band single- and dual-polarization and fully polarimetric SAR
    • Skriver, H., Crop classification by multitemporal C- and L-band single- and dual-polarization and fully polarimetric SAR. IEEE Trans. Geosci. Remote Sens. 50:6 (2012), 2138–2149.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.6 , pp. 2138-2149
    • Skriver, H.1
  • 39
    • 84896372897 scopus 로고    scopus 로고
    • Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data
    • Sonobe, R., Tani, H., Wang, X., Kobayashi, N., Shimamura, H., Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data. Remote Sens. Lett. 5:2 (2014), 157–164.
    • (2014) Remote Sens. Lett. , vol.5 , Issue.2 , pp. 157-164
    • Sonobe, R.1    Tani, H.2    Wang, X.3    Kobayashi, N.4    Shimamura, H.5
  • 40
    • 84890565562 scopus 로고    scopus 로고
    • Identification of coherent scatterers in SAR images based on the analysis of polarimetric signatures
    • Strzelczyk, J., Porzycka-Strzelczyk, S., Identification of coherent scatterers in SAR images based on the analysis of polarimetric signatures. IEEE Geosci. Remote Sens. Lett. 11:4 (2014), 783–787.
    • (2014) IEEE Geosci. Remote Sens. Lett. , vol.11 , Issue.4 , pp. 783-787
    • Strzelczyk, J.1    Porzycka-Strzelczyk, S.2
  • 41
    • 84935408718 scopus 로고
    • Depolarization of EM waves by slightly rough surfaces
    • Valenzue, G., Depolarization of EM waves by slightly rough surfaces. IEEE Trans. Antennas Propag. 15:4 (1967), 552–557.
    • (1967) IEEE Trans. Antennas Propag. , vol.15 , Issue.4 , pp. 552-557
    • Valenzue, G.1
  • 42
    • 0003991806 scopus 로고    scopus 로고
    • Statistical Learning Theory
    • John Wiley and Sons (John Wiley and Sons)
    • Vapnik, V.N., Statistical Learning Theory. 1998, John Wiley and Sons (John Wiley and Sons).
    • (1998)
    • Vapnik, V.N.1
  • 43
    • 33846803218 scopus 로고    scopus 로고
    • Introduction to Microwave Remote Sensing
    • Taylor & Francis Boca Raton
    • Woodhouse, I.H., Introduction to Microwave Remote Sensing. 2006, Taylor & Francis, Boca Raton.
    • (2006)
    • Woodhouse, I.H.1
  • 44
    • 24944434996 scopus 로고    scopus 로고
    • Four-component scattering model for polarimetric SAR image decomposition
    • Yamaguchi, Y., Moriyama, T., Ishido, M., Yamada, H., Four-component scattering model for polarimetric SAR image decomposition. IEEE Trans. Geosci. Remote Sens. 43:8 (2005), 1699–1706.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.8 , pp. 1699-1706
    • Yamaguchi, Y.1    Moriyama, T.2    Ishido, M.3    Yamada, H.4
  • 45
    • 80052690045 scopus 로고    scopus 로고
    • Classification of polarimetric SAR image based on support vector machine using multiple-Compnent scattering model and texture features
    • Zhang, L., Zou, B., Zhang, J., Zhang, Y., Classification of polarimetric SAR image based on support vector machine using multiple-Compnent scattering model and texture features. EURASIP J. Adv. Signal Process., 2010(1), 2009.
    • (2009) EURASIP J. Adv. Signal Process. , vol.2010 , Issue.1
    • Zhang, L.1    Zou, B.2    Zhang, J.3    Zhang, Y.4
  • 46
    • 85028199177 scopus 로고    scopus 로고
    • Fully polarimetric SAR image classification via sparse representation and polarimetric features
    • Zhang, L., Sun, L., Zou, B., Moon, W.M., Fully polarimetric SAR image classification via sparse representation and polarimetric features. IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. 8:8 (2015), 3923–3932.
    • (2015) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.8 , Issue.8 , pp. 3923-3932
    • Zhang, L.1    Sun, L.2    Zou, B.3    Moon, W.M.4
  • 47
    • 0023383513 scopus 로고
    • Imaging radar polarization signatures: theory and observation
    • van Zyl, J.J., Zebker, H.A., Elachi, C., Imaging radar polarization signatures: theory and observation. Radio Sci. 22:4 (1987), 529–543.
    • (1987) Radio Sci. , vol.22 , Issue.4 , pp. 529-543
    • van Zyl, J.J.1    Zebker, H.A.2    Elachi, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.