메뉴 건너뛰기




Volumn 14, Issue 2, 2020, Pages

Fusing optical and synthetic aperture radar images based on shearlet transform to improve urban impervious surface extraction

Author keywords

fusion; shearlet transform; support vector machine; synthetic aperture radar; urban impervious surface

Indexed keywords

EXTRACTION; GEOMETRICAL OPTICS; IMAGE ENHANCEMENT; IMAGE FUSION; PIXELS; SUPPORT VECTOR MACHINES; SYNTHETIC APERTURE RADAR;

EID: 85092069421     PISSN: None     EISSN: 19313195     Source Type: Journal    
DOI: 10.1117/1.JRS.14.024506     Document Type: Article
Times cited : (10)

References (58)
  • 1
    • 84879300508 scopus 로고    scopus 로고
    • MNDISI: A multi-source composition index for impervious surface area estimation at the individual city scale
    • C. Liu et al., "MNDISI: a multi-source composition index for impervious surface area estimation at the individual city scale, " Remote Sens. Lett. 4(8), 803-812 (2013).
    • (2013) Remote Sens. Lett. , vol.4 , Issue.8 , pp. 803-812
    • Liu, C.1
  • 2
    • 84855458471 scopus 로고    scopus 로고
    • Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends
    • Q. Weng, "Remote sensing of impervious surfaces in the urban areas: requirements, methods, and trends, " Remote Sens. Environ. 117, 34-49 (2012).
    • (2012) Remote Sens. Environ. , vol.117 , pp. 34-49
    • Weng, Q.1
  • 3
    • 85021220753 scopus 로고    scopus 로고
    • Integrating CART algorithm and multi-source remote sensing data to estimate sub-pixel impervious surface coverage: A case study from Beijing Municipality, China
    • D. Hu et al., "Integrating CART algorithm and multi-source remote sensing data to estimate sub-pixel impervious surface coverage: a case study from Beijing Municipality, China, " Chin. Geogr. Sci. 27(4), 614-625 (2017).
    • (2017) Chin. Geogr. Sci. , vol.27 , Issue.4 , pp. 614-625
    • Hu, D.1
  • 4
    • 0030459584 scopus 로고    scopus 로고
    • Impervious surface coverage: The emergence of a key environmental indicator
    • C. Arnold and J. C. Gibbons, "Impervious surface coverage: the emergence of a key environmental indicator, " J. Am. Plann. Assoc. 62, 243-258 (1996).
    • (1996) J. Am. Plann. Assoc. , vol.62 , pp. 243-258
    • Arnold, C.1    Gibbons, J.C.2
  • 5
    • 0035192377 scopus 로고    scopus 로고
    • Modeling urban growth effects on surface runoff with the integration of remote sensing and GIS
    • Q. Weng, "Modeling urban growth effects on surface runoff with the integration of remote sensing and GIS, " Environ. Manage. 28(6), 737-748 (2001).
    • (2001) Environ. Manage. , vol.28 , Issue.6 , pp. 737-748
    • Weng, Q.1
  • 6
    • 33750804495 scopus 로고    scopus 로고
    • Urban surface biophysical descriptors and land surface temperature variations
    • Q. Weng, D. Lu, and B. Liang, "Urban surface biophysical descriptors and land surface temperature variations, " Photogramm. Eng. Remote Sens. 72(11), 1275-1286 (2006).
    • (2006) Photogramm. Eng. Remote Sens. , vol.72 , Issue.11 , pp. 1275-1286
    • Weng, Q.1    Lu, D.2    Liang, B.3
  • 7
    • 85055098195 scopus 로고    scopus 로고
    • Spatiotemporal variance assessment of urban rainstorm waterlogging affected by impervious surface expansion: A case study of Guangzhou, China
    • H. Yu et al., "Spatiotemporal variance assessment of urban rainstorm waterlogging affected by impervious surface expansion: a case study of Guangzhou, China, " Sustainability 10(10), 3761 (2018).
    • (2018) Sustainability , vol.10 , Issue.10 , pp. 3761
    • Yu, H.1
  • 8
    • 85072696458 scopus 로고    scopus 로고
    • Optimization of impervious surface space layout for prevention of urban rainstorm waterlogging: A case study of Guangzhou, China
    • H. Yu, Y. Zhao, and Y. Fu, "Optimization of impervious surface space layout for prevention of urban rainstorm waterlogging: a case study of Guangzhou, China, " Int. J. Environ. Res. Public Health 16(19), 3613 (2019).
    • (2019) Int. J. Environ. Res. Public Health , vol.16 , Issue.19 , pp. 3613
    • Yu, H.1    Zhao, Y.2    Fu, Y.3
  • 9
    • 81355138683 scopus 로고    scopus 로고
    • Impacts of landscape structure on surface urban heat islands: A case study of Shanghai, China
    • L. I. Junxiang et al., "Impacts of landscape structure on surface urban heat islands: a case study of Shanghai, China, " Remote Sens. Environ. 115(12), 3249-3263 (2011).
    • (2011) Remote Sens. Environ. , vol.115 , Issue.12 , pp. 3249-3263
    • Junxiang, L.I.1
  • 10
    • 0036253365 scopus 로고    scopus 로고
    • Impervious surfaces and water quality: A review of current literature and its implications for watershed planning
    • E. Brabec, S. Schulte, and P. L. Richards, "Impervious surfaces and water quality: a review of current literature and its implications for watershed planning, " J. Plann. Lit. 16(4), 499-514 (2016).
    • (2016) J. Plann. Lit. , vol.16 , Issue.4 , pp. 499-514
    • Brabec, E.1    Schulte, S.2    Richards, P.L.3
  • 11
    • 85069827466 scopus 로고    scopus 로고
    • Remote sensing monitoring of multi-scale watersheds impermeability for urban hydrological evaluation
    • Z. Shao et al., "Remote sensing monitoring of multi-scale watersheds impermeability for urban hydrological evaluation, " Remote Sens. Environ. 232, 111338 (2019).
    • (2019) Remote Sens. Environ. , vol.232 , pp. 111338
    • Shao, Z.1
  • 12
    • 85077358447 scopus 로고    scopus 로고
    • Mapping built-up areas using two band ratio on Landsat imagery of Accra in Ghana from 1980 to 2017
    • O. Altan, Z. Shan, and Y. D. Twumasi, "Mapping built-up areas using two band ratio on Landsat imagery of Accra in Ghana from 1980 to 2017, " Appl. Ecol. Environ. Res. 17(6), 13147-13168 (2019).
    • (2019) Appl. Ecol. Environ. Res. , vol.17 , Issue.6 , pp. 13147-13168
    • Altan, O.1    Shan, Z.2    Twumasi, Y.D.3
  • 13
    • 85077767163 scopus 로고    scopus 로고
    • Remote sensing image fusion: A practical guide
    • D. Li, "Remote sensing image fusion: a practical guide, " Geo-spat. Inf. Sci. 20(1), 56-56 (2017).
    • (2017) Geo-spat. Inf. Sci. , vol.20 , Issue.1 , pp. 56-56
    • Li, D.1
  • 14
    • 80053267128 scopus 로고    scopus 로고
    • Extraction of impervious surface in Hai Basin using remote sensing
    • H. Wang, W. U. Bingfang, and L. I. Xiaosong, "Extraction of impervious surface in Hai Basin using remote sensing, " J. Remote Sens. 15(2), 388-400 (2011).
    • (2011) J. Remote Sens. , vol.15 , Issue.2 , pp. 388-400
    • Wang, H.1    Bingfang, W.U.2    Xiaosong, L.I.3
  • 15
    • 84887487237 scopus 로고    scopus 로고
    • Using long time series of Landsat data to monitor impervious surface dynamics: A case study in the Zhoushan Islands
    • X. Zhang et al., "Using long time series of Landsat data to monitor impervious surface dynamics: a case study in the Zhoushan Islands, " J. Appl. Remote Sens. 7(1), 073515 (2013).
    • (2013) J. Appl. Remote Sens. , vol.7 , Issue.1 , pp. 073515
    • Zhang, X.1
  • 16
    • 0029521079 scopus 로고
    • Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: Comparative anatomy for cities
    • M. K. Ridd, "Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: comparative anatomy for cities, " Int. J. Remote Sens. 16(12), 2165-2185 (1995).
    • (1995) Int. J. Remote Sens. , vol.16 , Issue.12 , pp. 2165-2185
    • Ridd, M.K.1
  • 17
    • 0037057551 scopus 로고    scopus 로고
    • Monitoring the composition of urban environments based on the vegetationimpervious surface-soil (VIS) model by subpixel analysis techniques
    • S. Phinn et al., "Monitoring the composition of urban environments based on the vegetationimpervious surface-soil (VIS) model by subpixel analysis techniques, " Int. J. Remote Sens. 23(20), 4131-4153 (2002).
    • (2002) Int. J. Remote Sens. , vol.23 , Issue.20 , pp. 4131-4153
    • Phinn, S.1
  • 18
    • 7444231656 scopus 로고    scopus 로고
    • Normalized spectral mixture analysis for monitoring urban composition using ETM+ imagery
    • C. Wu, "Normalized spectral mixture analysis for monitoring urban composition using ETM+ imagery, " Remote Sens. Environ. 93(4), 480-492 (2004).
    • (2004) Remote Sens. Environ. , vol.93 , Issue.4 , pp. 480-492
    • Wu, C.1
  • 19
    • 84874733862 scopus 로고    scopus 로고
    • A spatially adaptive spectral mixture analysis for mapping subpixel urban impervious surface distribution
    • C. Deng and C. Wu, "A spatially adaptive spectral mixture analysis for mapping subpixel urban impervious surface distribution, " Remote Sens. Environ. 133, 62-70 (2013).
    • (2013) Remote Sens. Environ. , vol.133 , pp. 62-70
    • Deng, C.1    Wu, C.2
  • 20
    • 84885900255 scopus 로고    scopus 로고
    • The use of single-date MODIS imagery for estimating large-scale urban impervious surface fraction with spectral mixture analysis and machine learning techniques
    • C. Deng and C. Wu, "The use of single-date MODIS imagery for estimating large-scale urban impervious surface fraction with spectral mixture analysis and machine learning techniques, " ISPRS J. Photogramm. Remote Sens. 86(4), 100-110 (2013).
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.86 , Issue.4 , pp. 100-110
    • Deng, C.1    Wu, C.2
  • 21
    • 84922331922 scopus 로고    scopus 로고
    • Applying spectral mixture analysis for large-scale sub-pixel impervious cover estimation based on neighbourhood-specific endmember signature generation
    • Z. Zhang et al., "Applying spectral mixture analysis for large-scale sub-pixel impervious cover estimation based on neighbourhood-specific endmember signature generation, " Remote Sens. Lett. 6(1), 1-10 (2015).
    • (2015) Remote Sens. Lett. , vol.6 , Issue.1 , pp. 1-10
    • Zhang, Z.1
  • 22
    • 70049094787 scopus 로고    scopus 로고
    • Quantifying sub-pixel urban impervious surface through fusion of optical and InSAR imagery
    • L. Yang et al., "Quantifying sub-pixel urban impervious surface through fusion of optical and InSAR imagery, " GISci. Remote Sens. 46(2), 161-171 (2013).
    • (2013) GISci. Remote Sens. , vol.46 , Issue.2 , pp. 161-171
    • Yang, L.1
  • 23
    • 85039067964 scopus 로고    scopus 로고
    • Improving impervious surface estimation: An integrated method of classification and regression trees (CART) and linear spectral mixture analysis (LSMA) based on error analysis
    • J. Wang et al., "Improving impervious surface estimation: an integrated method of classification and regression trees (CART) and linear spectral mixture analysis (LSMA) based on error analysis, " GISci. Remote Sens. 55(4), 583-603 (2017).
    • (2017) GISci. Remote Sens. , vol.55 , Issue.4 , pp. 583-603
    • Wang, J.1
  • 24
    • 84923581139 scopus 로고    scopus 로고
    • Application of a normalized difference impervious index (NDII) to extract urban impervious surface features based on Landsat TM images
    • Z. Wang et al., "Application of a normalized difference impervious index (NDII) to extract urban impervious surface features based on Landsat TM images, " Int. J. Remote Sens. 36(4), 1055-1069 (2015).
    • (2015) Int. J. Remote Sens. , vol.36 , Issue.4 , pp. 1055-1069
    • Wang, Z.1
  • 25
    • 77952720016 scopus 로고    scopus 로고
    • Analysis of impervious surface and its impact on urban heat environment using the normalized difference impervious surface index (NDISI)
    • X. U. Hanqiu, "Analysis of impervious surface and its impact on urban heat environment using the normalized difference impervious surface index (NDISI), " Photogramm. Eng. Remote Sens. 76(5), 557-565 (2010).
    • (2010) Photogramm. Eng. Remote Sens. , vol.76 , Issue.5 , pp. 557-565
    • Hanqiu, X.U.1
  • 26
    • 84867025669 scopus 로고    scopus 로고
    • BCI: A biophysical composition index for remote sensing of urban environments
    • C. Deng and C. Wu, "BCI: a biophysical composition index for remote sensing of urban environments, " Remote Sens. Environ. 127(5), 247-259 (2012).
    • (2012) Remote Sens. Environ. , vol.127 , Issue.5 , pp. 247-259
    • Deng, C.1    Wu, C.2
  • 27
    • 84864505267 scopus 로고    scopus 로고
    • A comparison study of impervious surfaces estimation using optical and SAR remote sensing images
    • H. Zhang, Y. Zhang, and L. Hui, "A comparison study of impervious surfaces estimation using optical and SAR remote sensing images, " Int. J. Appl. Earth Obs. Geoinf. 18(1), 148-156 (2012).
    • (2012) Int. J. Appl. Earth Obs. Geoinf. , vol.18 , Issue.1 , pp. 148-156
    • Zhang, H.1    Zhang, Y.2    Hui, L.3
  • 28
    • 84950103586 scopus 로고    scopus 로고
    • A geostatistical temporal mixture analysis approach to address endmember variability for estimating regional impervious surface distributions
    • W. Li and C. Wu, "A geostatistical temporal mixture analysis approach to address endmember variability for estimating regional impervious surface distributions, " GISci. Remote Sens. 53(1), 102-121 (2016).
    • (2016) GISci. Remote Sens. , vol.53 , Issue.1 , pp. 102-121
    • Li, W.1    Wu, C.2
  • 29
    • 84942550297 scopus 로고    scopus 로고
    • Mapping urban sprawl and impervious surfaces in the northeast United States for the past four decades
    • N. Torbick and M. Corbiere, "Mapping urban sprawl and impervious surfaces in the northeast United States for the past four decades, " GISci. Remote Sens. 52(6), 746-764 (2015).
    • (2015) GISci. Remote Sens. , vol.52 , Issue.6 , pp. 746-764
    • Torbick, N.1    Corbiere, M.2
  • 30
    • 84922287164 scopus 로고    scopus 로고
    • Development of a multi-scale object-based shadow detection method for high spatial resolution image
    • W. Le, "Development of a multi-scale object-based shadow detection method for high spatial resolution image, " Remote Sens. Lett. 6(1), 59-68 (2015).
    • (2015) Remote Sens. Lett. , vol.6 , Issue.1 , pp. 59-68
    • Le, W.1
  • 31
    • 85066607253 scopus 로고    scopus 로고
    • Cloud detection in remote sensing images based on multiscale featuresconvolutional neural network
    • Z. Shao et al., "Cloud detection in remote sensing images based on multiscale featuresconvolutional neural network, " IEEE Trans. Geosci. Remote Sens. 57(6), 4062-4076 (2019).
    • (2019) IEEE Trans. Geosci. Remote Sens. , vol.57 , Issue.6 , pp. 4062-4076
    • Shao, Z.1
  • 32
    • 85017663187 scopus 로고    scopus 로고
    • Fuzzy autoencode based cloud detection for remote sensing imagery
    • Z. Shao et al., "Fuzzy autoencode based cloud detection for remote sensing imagery, " Remote Sens. 9(4), 311 (2017).
    • (2017) Remote Sens. , vol.9 , Issue.4 , pp. 311
    • Shao, Z.1
  • 33
    • 84892667156 scopus 로고    scopus 로고
    • Thin cloud removal from single satellite images
    • L. Jun et al., "Thin cloud removal from single satellite images, " Opt. Express 22(1), 618-632 (2014).
    • (2014) Opt. Express , vol.22 , Issue.1 , pp. 618-632
    • Jun, L.1
  • 34
    • 85024586149 scopus 로고    scopus 로고
    • RS image fusion technique for information preservation
    • W. Lianxi, S. Xiaoxia, and L. Dajun, "RS image fusion technique for information preservation, " Geo-spat. Inf. Sci. 7(4), 274-278 (2004).
    • (2004) Geo-spat. Inf. Sci. , vol.7 , Issue.4 , pp. 274-278
    • Lianxi, W.1    Xiaoxia, S.2    Dajun, L.3
  • 35
    • 84888083985 scopus 로고    scopus 로고
    • Improving the impervious surface estimation with combined use of optical and SAR remote sensing images
    • Y. Zhang, H. Zhang, and H. Lin, "Improving the impervious surface estimation with combined use of optical and SAR remote sensing images, " Remote Sens. Environ. 141, 155-167 (2014).
    • (2014) Remote Sens. Environ. , vol.141 , pp. 155-167
    • Zhang, Y.1    Zhang, H.2    Lin, H.3
  • 36
    • 85013664056 scopus 로고    scopus 로고
    • Mapping urban impervious surface by fusing optical and SAR data at the decision level
    • Z. Shao et al., "Mapping urban impervious surface by fusing optical and SAR data at the decision level, " Remote Sens. 8(11), 945 (2016).
    • (2016) Remote Sens. , vol.8 , Issue.11 , pp. 945
    • Shao, Z.1
  • 37
    • 85027938675 scopus 로고    scopus 로고
    • Impacts of feature normalization on optical and SAR data fusion for land use/land cover classification
    • Z. Hongsheng, L. Hui, and L. Yu, "Impacts of feature normalization on optical and SAR data fusion for land use/land cover classification, " IEEE Geosci. Remote Sens. Lett. 12(5), 1061-1065 (2015).
    • (2015) IEEE Geosci. Remote Sens. Lett. , vol.12 , Issue.5 , pp. 1061-1065
    • Hongsheng, Z.1    Hui, L.2    Yu, L.3
  • 38
    • 81355161463 scopus 로고    scopus 로고
    • Settlement detection and impervious surface estimation in the Mekong Delta using optical and SAR remote sensing data
    • P. Leinenkugel, T. Esch, and C. Kuenzer, "Settlement detection and impervious surface estimation in the Mekong Delta using optical and SAR remote sensing data, " Remote Sens. Environ. 115(12), 3007-3019 (2011).
    • (2011) Remote Sens. Environ. , vol.115 , Issue.12 , pp. 3007-3019
    • Leinenkugel, P.1    Esch, T.2    Kuenzer, C.3
  • 39
    • 85032199129 scopus 로고    scopus 로고
    • Exploring the optimal integration levels between SAR and optical data for better urban land cover mapping in the Pearl River Delta
    • H. Zhang and R. Xu, "Exploring the optimal integration levels between SAR and optical data for better urban land cover mapping in the Pearl River Delta, " Int. J. Appl. Earth Obs. Geoinf. 64, 87-95 (2018).
    • (2018) Int. J. Appl. Earth Obs. Geoinf. , vol.64 , pp. 87-95
    • Zhang, H.1    Xu, R.2
  • 40
    • 77951259893 scopus 로고    scopus 로고
    • The discrete shearlet transform: A new directional transform and compactly supported shearlet frames
    • W. Q. Lim, "The discrete shearlet transform: a new directional transform and compactly supported shearlet frames, " IEEE Trans. Image Process. 19(5), 1166-1180 (2010).
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.5 , pp. 1166-1180
    • Lim, W.Q.1
  • 41
    • 85066333795 scopus 로고    scopus 로고
    • Spatiotemporal pattern analysis of China's cities based on high-resolution imagery from 2000 to 2015
    • H. Zhang et al., "Spatiotemporal pattern analysis of China's cities based on high-resolution imagery from 2000 to 2015, " ISPRS Int. J. Geo-Inf. 8, 241 (2019).
    • (2019) ISPRS Int. J. Geo-Inf. , vol.8 , pp. 241
    • Zhang, H.1
  • 42
    • 84923599778 scopus 로고    scopus 로고
    • The integrated use of DMSP-OLS nighttime light and MODIS data for monitoring large-scale impervious surface dynamics: A case study in the Yangtze River Delta
    • Z. Shao and C. Liu, "The integrated use of DMSP-OLS nighttime light and MODIS data for monitoring large-scale impervious surface dynamics: a case study in the Yangtze River Delta, " Remote Sens. 6(10), 9359-9378 (2014).
    • (2014) Remote Sens. , vol.6 , Issue.10 , pp. 9359-9378
    • Shao, Z.1    Liu, C.2
  • 43
    • 84880999496 scopus 로고    scopus 로고
    • Application of GIS in urban utility mapping using image processing techniques
    • V. Vanan et al., "Application of GIS in urban utility mapping using image processing techniques, " Geo-spat. Inf. Sci. 15, 271-275 (2018).
    • (2018) Geo-spat. Inf. Sci. , vol.15 , pp. 271-275
    • Vanan, V.1
  • 44
    • 85092035668 scopus 로고    scopus 로고
    • http://www. gscloud. cn/.
  • 45
    • 85073688762 scopus 로고    scopus 로고
    • Deep learning-based fusion of Landsat-8 and Sentinel-2 images for a harmonized surface reflectance product
    • Z. Shao et al., "Deep learning-based fusion of Landsat-8 and Sentinel-2 images for a harmonized surface reflectance product, " Remote Sens. Environ. 235, 111425 (2019).
    • (2019) Remote Sens. Environ. , vol.235 , pp. 111425
    • Shao, Z.1
  • 46
    • 84878944337 scopus 로고    scopus 로고
    • A novel algorithm of remote sensing image fusion based on shearlets and PCNN
    • S. Cheng, M. Qiguang, and X. Pengfei, "A novel algorithm of remote sensing image fusion based on shearlets and PCNN, " Neurocomputing 117, 47-53 (2013).
    • (2013) Neurocomputing , vol.117 , pp. 47-53
    • Cheng, S.1    Qiguang, M.2    Pengfei, X.3
  • 47
    • 28944432472 scopus 로고    scopus 로고
    • The contourlet transform: An efficient directional multiresolution image representation
    • M. N. Do, "The contourlet transform: an efficient directional multiresolution image representation, " IEEE Trans. Image Process. 14(12), 2091-2106 (2005).
    • (2005) IEEE Trans. Image Process. , vol.14 , Issue.12 , pp. 2091-2106
    • Do, M.N.1
  • 48
    • 85015621397 scopus 로고    scopus 로고
    • Pleiades satellite remote sensing image fusion algorithm based on shearlet transform
    • W. Bao, W. Wang, and Y. Zhu, "Pleiades satellite remote sensing image fusion algorithm based on shearlet transform, " J. Indian Soc. Remote Sens. 46(1), 19-29 (2018).
    • (2018) J. Indian Soc. Remote Sens. , vol.46 , Issue.1 , pp. 19-29
    • Bao, W.1    Wang, W.2    Zhu, Y.3
  • 49
    • 33644661959 scopus 로고    scopus 로고
    • Wavelets with composite dilations and their MRA properties
    • K. Guo et al., "Wavelets with composite dilations and their MRA properties, " Appl. Comput. Harmon. Anal. 20(2), 202-236 (2006).
    • (2006) Appl. Comput. Harmon. Anal. , vol.20 , Issue.2 , pp. 202-236
    • Guo, K.1
  • 50
    • 0001219231 scopus 로고
    • Feature linking via synchronization among distributed assemblies: Simulations of results from cat visual cortex
    • R. Eckhorn et al., "Feature linking via synchronization among distributed assemblies: simulations of results from cat visual cortex, " Neural Comput. 2(3), 293-307 (1990).
    • (1990) Neural Comput. , vol.2 , Issue.3 , pp. 293-307
    • Eckhorn, R.1
  • 51
    • 0032667739 scopus 로고    scopus 로고
    • Physiologically motivated image fusion for object detection using a pulse coupled neural network
    • R. P. Broussard et al., "Physiologically motivated image fusion for object detection using a pulse coupled neural network, " IEEE Trans. Neural Network 10(3), 554-563 (1999).
    • (1999) IEEE Trans. Neural Network , vol.10 , Issue.3 , pp. 554-563
    • Broussard, R.P.1
  • 52
    • 84924363166 scopus 로고    scopus 로고
    • Texture analysis based fusion experiments using high-resolution SAR and optical imagery
    • S. Zhao et al., "Texture analysis based fusion experiments using high-resolution SAR and optical imagery, " ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XXXIX-B7, 427-430 (2012).
    • (2012) ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XXXIX- , vol.B7 , pp. 427-430
    • Zhao, S.1
  • 54
    • 13444283842 scopus 로고    scopus 로고
    • The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery
    • A. Puissant, J. Hirsch, and C. Weber, "The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery, " Int. J. Remote Sens. 26(4), 733-745 (2006).
    • (2006) Int. J. Remote Sens. , vol.26 , Issue.4 , pp. 733-745
    • Puissant, A.1    Hirsch, J.2    Weber, C.3
  • 56
    • 79951950272 scopus 로고    scopus 로고
    • Support vector machines in remote sensing: A review
    • G. Mountrakis, J. Im, and C. Ogole, "Support vector machines in remote sensing: a review, " ISPRS J. Photogramm. Remote Sens. 66(3), 247-259 (2011).
    • (2011) ISPRS J. Photogramm. Remote Sens. , vol.66 , Issue.3 , pp. 247-259
    • Mountrakis, G.1    Im, J.2    Ogole, C.3
  • 57
    • 84876949203 scopus 로고    scopus 로고
    • Contextual PolSAR image classification using fractal dimension and support vector machines
    • H. Aghababaee et al., "Contextual PolSAR image classification using fractal dimension and support vector machines, " Eur. J. Remote Sens. 46(1), 317-332 (2017).
    • (2017) Eur. J. Remote Sens. , vol.46 , Issue.1 , pp. 317-332
    • Aghababaee, H.1
  • 58
    • 85092029639 scopus 로고    scopus 로고
    • https://www. csie. ntu. edu. tw/~cjlin/libsvm/.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.