메뉴 건너뛰기




Volumn 11, Issue 3, 2018, Pages 821-829

Spatiotemporal Satellite Image Fusion Using Deep Convolutional Neural Networks

Author keywords

Convolutional neural network (CNN); nonlinear mapping (NLM); spatial resolution; temporal resolution

Indexed keywords

CONVOLUTION; DEEP NEURAL NETWORKS; EARTH (PLANET); IMAGE ENHANCEMENT; IMAGE RESOLUTION; MAPPING; NEURAL NETWORKS; PERSONNEL TRAINING; RADIOMETERS; REMOTE SENSING; SATELLITE IMAGERY; SATELLITES;

EID: 85042131669     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2018.2797894     Document Type: Article
Times cited : (284)

References (35)
  • 1
    • 67651113818 scopus 로고    scopus 로고
    • Generation of dense time series synthetic landsat data through data blending with modis using a spatial and temporal adaptive reflectance fusion model
    • T. Hilker et al., "Generation of dense time series synthetic landsat data through data blending with modis using a spatial and temporal adaptive reflectance fusion model," Remote Sens. Environ., vol. 113, no. 9, pp. 1988-1999, 2009.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.9 , pp. 1988-1999
    • Hilker, T.1
  • 2
    • 0142125811 scopus 로고    scopus 로고
    • Disturbance recognition in the boreal forest using radar and Landsat-7
    • K. J. Ranson, K. Kovacs, G. Sun, and V. I. Kharuk, "Disturbance recognition in the boreal forest using radar and Landsat-7," Can. J. Remote Sens., vol. 29, no. 2, pp. 271-285, 2003.
    • (2003) Can. J. Remote Sens. , vol.29 , Issue.2 , pp. 271-285
    • Ranson, K.J.1    Kovacs, K.2    Sun, G.3    Kharuk, V.I.4
  • 4
    • 43949094827 scopus 로고    scopus 로고
    • North American forest disturbance mapped from a decadal Landsat record
    • J. G. Masek et al., "North American forest disturbance mapped from a decadal Landsat record," Remote Sens. Environ., vol. 112, no. 6, pp. 2914-2926, 2008.
    • (2008) Remote Sens. Environ. , vol.112 , Issue.6 , pp. 2914-2926
    • Masek, J.G.1
  • 5
    • 84908077812 scopus 로고    scopus 로고
    • Integrated fusion of multi-scale polar-orbiting and geostationary satellite observations for the mapping of high spatial and temporal resolution land surface temperature
    • P. Wu, H. Shen, L. Zhang, and F. M. Gottsche, "Integrated fusion of multi-scale polar-orbiting and geostationary satellite observations for the mapping of high spatial and temporal resolution land surface temperature," Remote Sens. Environ., vol. 156, pp. 169-181, 2015.
    • (2015) Remote Sens. Environ. , vol.156 , pp. 169-181
    • Wu, P.1    Shen, H.2    Zhang, L.3    Gottsche, F.M.4
  • 6
    • 85026995377 scopus 로고    scopus 로고
    • An integrated framework for the spatiotemporal spectral fusion of remote sensing images
    • Dec
    • H. Shen, X. Meng, and L. Zhang, "An integrated framework for the spatiotemporal spectral fusion of remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 54, no. 12, pp. 7135-7148, Dec. 2016.
    • (2016) IEEE Trans. Geosci. Remote Sens. , vol.54 , Issue.12 , pp. 7135-7148
    • Shen, H.1    Meng, X.2    Zhang, L.3
  • 7
    • 33746932125 scopus 로고    scopus 로고
    • On the blending of the landsat and modis surface reflectance: Predicting daily landsat surface reflectance
    • Aug
    • F. Gao, J. Masek, M. Schwaller, and F. Hall, "On the blending of the landsat and modis surface reflectance: Predicting daily landsat surface reflectance," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 8, pp. 2207-2218, Aug. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.8 , pp. 2207-2218
    • Gao, F.1    Masek, J.2    Schwaller, M.3    Hall, F.4
  • 8
    • 67349083870 scopus 로고    scopus 로고
    • A new data fusion model for high spatial-and temporalresolution mapping of forest disturbance based on landsat and modis
    • T. Hilker et al., "A new data fusion model for high spatial-and temporalresolution mapping of forest disturbance based on landsat and modis," Remote Sens. Environ., vol. 113, no. 8, pp. 1613-1627, 2009.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.8 , pp. 1613-1627
    • Hilker, T.1
  • 9
    • 77956177720 scopus 로고    scopus 로고
    • An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions
    • X. L. Zhu, C. Jin, G. Feng, X. H. Chen, and J. G. Masek, "An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions.," Remote Sens. Environ., vol. 114, no. 11, pp. 2610-2623, 2010.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.11 , pp. 2610-2623
    • Zhu, X.L.1    Jin, C.2    Feng, G.3    Chen, X.H.4    Masek, J.G.5
  • 10
    • 84875930695 scopus 로고    scopus 로고
    • Spatial and temporal reflectance fusion model considering sensor observation differences
    • H. Shen, P.Wu, Y. Liu, T. Ai, Y.Wang, and X. Liu, "Spatial and temporal reflectance fusion model considering sensor observation differences," Int. J. Remote Sens., vol. 34, no. 12, pp. 4367-4383, 2013.
    • (2013) Int. J. Remote Sens. , vol.34 , Issue.12 , pp. 4367-4383
    • Shen, H.1    Wu, P.2    Liu, Y.3    Ai, T.4    Wang, Y.5    Liu, X.6
  • 12
    • 85019051725 scopus 로고    scopus 로고
    • A spatial and temporal nonlocal filter-based data fusion method
    • Aug
    • Q. Cheng, H. Liu, H. Shen, P. Wu, and L. Zhang, "A spatial and temporal nonlocal filter-based data fusion method," IEEE Trans. Geosci. Remote Sens., vol. 55, no. 8, pp. 4476-4488, Aug. 2017.
    • (2017) IEEE Trans. Geosci. Remote Sens. , vol.55 , Issue.8 , pp. 4476-4488
    • Cheng, Q.1    Liu, H.2    Shen, H.3    Wu, P.4    Zhang, L.5
  • 14
    • 67651098848 scopus 로고    scopus 로고
    • Downscaling time series of MERIS full resolution data to monitor vegetation seasonal dynamics
    • R. Zuritamilla, G. Kaiser, J. G. P. W. Clevers, W. Schneider, and M. E. Schaepman, "Downscaling time series of MERIS full resolution data to monitor vegetation seasonal dynamics.," Remote Sens. Environ., vol. 113, no. 9, pp. 1874-1885, 2009.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.9 , pp. 1874-1885
    • Zuritamilla, R.1    Kaiser, G.2    Clevers, J.G.P.W.3    Schneider, W.4    Schaepman, M.E.5
  • 15
    • 84867089572 scopus 로고    scopus 로고
    • Spatiotemporal reflectance fusion via sparse representation
    • Oct
    • B. Huang and H. Song, "Spatiotemporal reflectance fusion via sparse representation," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 10, pp. 3707-3716, Oct. 2012.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , Issue.10 , pp. 3707-3716
    • Huang, B.1    Song, H.2
  • 16
    • 84875725334 scopus 로고    scopus 로고
    • Spatiotemporal satellite image fusion through one-pair image learning
    • Apr
    • H. Song and B. Huang, "Spatiotemporal satellite image fusion through one-pair image learning," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 4, pp. 1883-1896, Apr. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.4 , pp. 1883-1896
    • Song, H.1    Huang, B.2
  • 17
    • 84899929114 scopus 로고    scopus 로고
    • An online coupled dictionary learning approach for remote sensing image fusion
    • Apr
    • M. Guo, H. Zhang, J. Li, L. Zhang, and H. Shen, "An online coupled dictionary learning approach for remote sensing image fusion," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 4, pp. 1284-1294, Apr. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.4 , pp. 1284-1294
    • Guo, M.1    Zhang, H.2    Li, J.3    Zhang, L.4    Shen, H.5
  • 19
  • 20
    • 84962128851 scopus 로고    scopus 로고
    • Image super-resolution using deep convolutional networks
    • Feb
    • C. Dong, C. C. Loy, K. He, and X. Tang, "Image super-resolution using deep convolutional networks," IEEE Trans. Pattern Anal. Mach. Intell., vol. 38, no. 2, pp. 295-307, Feb. 2016.
    • (2016) IEEE Trans. Pattern Anal. Mach. Intell. , vol.38 , Issue.2 , pp. 295-307
    • Dong, C.1    Loy, C.C.2    He, K.3    Tang, X.4
  • 23
    • 77956509090 scopus 로고    scopus 로고
    • Rectified linear units improve restricted Boltzmann machines
    • V. Nair and G. E. Hinton, "Rectified linear units improve restricted Boltzmann machines," in Proc. Int. Conf. Mach. Learn., 2010, pp. 807-814.
    • (2010) Proc. Int. Conf. Mach. Learn. , pp. 807-814
    • Nair, V.1    Hinton, G.E.2
  • 24
    • 84969584486 scopus 로고    scopus 로고
    • Batch normalization: Accelerating deep network training by reducing internal covariate shift
    • S. Ioffe and C. Szegedy, "Batch normalization: Accelerating deep network training by reducing internal covariate shift," in Proc. 32nd Int. Conf. Mach. Learn., 2015, pp. 448-456.
    • (2015) Proc. 32nd Int. Conf. Mach. Learn. , pp. 448-456
    • Ioffe, S.1    Szegedy, C.2
  • 26
    • 85021724055 scopus 로고    scopus 로고
    • Beyond a Gaussian denoiser: Residual learning of deep CNN for image denoising
    • Jul
    • K. Zhang,W. Zuo, Y. Chen, D. Meng, and L. Zhang, "Beyond a Gaussian denoiser: Residual learning of deep CNN for image denoising.," IEEE Trans. Image Process., vol. 26, no. 7, pp. 3142-3155, Jul. 2017.
    • (2017) IEEE Trans. Image Process. , vol.26 , Issue.7 , pp. 3142-3155
    • Zhang, K.1    Zuo, W.2    Chen, Y.3    Meng, D.4    Zhang, L.5
  • 27
    • 85030245009 scopus 로고    scopus 로고
    • Deep edge guided recurrent residual learning for image super-resolution
    • Dec
    • W. Yang et al., "Deep edge guided recurrent residual learning for image super-resolution," IEEE Trans. Image Process., vol. 26, no. 12, pp. 5895-5907, Dec. 2017.
    • (2017) IEEE Trans. Image Process. , vol.26 , Issue.12 , pp. 5895-5907
    • Yang, W.1
  • 28
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Nov
    • Y. Lcun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition," Proc. IEEE, vol. 86, no. 11, pp. 2278-2324, Nov. 1998.
    • (1998) Proc. IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • Lcun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 29
    • 53349176951 scopus 로고    scopus 로고
    • Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics
    • May
    • C. Thomas, T. Ranchin, L. Wald, and J. Chanussot, "Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 5, pp. 1301-1312, May 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.5 , pp. 1301-1312
    • Thomas, C.1    Ranchin, T.2    Wald, L.3    Chanussot, J.4
  • 30
    • 84875063135 scopus 로고    scopus 로고
    • Assessing the accuracy of blending landsatcmodis surface reflectances in two landscapes with contrasting spatial and temporal dynamics: A framework for algorithm selection
    • I. V. Emelyanova, T. R. Mcvicar, T. G. V. Niel, L. T. Li, and A. I. J. M. V. Dijk, "Assessing the accuracy of blending landsatcmodis surface reflectances in two landscapes with contrasting spatial and temporal dynamics: A framework for algorithm selection," Remote Sens. Environ., vol. 133, no. 12, pp. 193-209, 2013.
    • (2013) Remote Sens. Environ. , vol.133 , Issue.12 , pp. 193-209
    • Emelyanova, I.V.1    Mcvicar, T.R.2    Niel, T.G.V.3    Li, L.T.4    Dijk, A.I.J.M.V.5
  • 31
    • 0033334835 scopus 로고    scopus 로고
    • Modtran4 radiative transfer modeling for atmospheric correction
    • A. Berk et al., "Modtran4 radiative transfer modeling for atmospheric correction," Proc. SPIE, vol. 3756, pp. 348-353, 1999.
    • (1999) Proc. SPIE , vol.3756 , pp. 348-353
    • Berk, A.1
  • 32
    • 77956220778 scopus 로고    scopus 로고
    • An evaluation of the use of atmospheric and BRDF correction to standardize landsat data
    • Sep
    • F. Li, D. L. B. Jupp, S. Reddy, and L. Lymburner, "An evaluation of the use of atmospheric and BRDF correction to standardize landsat data," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 3, no. 3, pp. 257-270, Sep. 2010.
    • (2010) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.3 , Issue.3 , pp. 257-270
    • Li, F.1    Jupp, D.L.B.2    Reddy, S.3    Lymburner, L.4
  • 33
    • 70350624695 scopus 로고    scopus 로고
    • Pansharpening quality assessment using the modulation transfer functions of instruments
    • Nov
    • M. M. Khan, L. Alparone, and J. Chanussot, "Pansharpening quality assessment using the modulation transfer functions of instruments," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 11, pp. 3880-3891, Nov. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.11 , pp. 3880-3891
    • Khan, M.M.1    Alparone, L.2    Chanussot, J.3
  • 35
    • 1942436689 scopus 로고    scopus 로고
    • Image quality assessment: From error visibility to structural similarity
    • Apr
    • Z.Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli, "Image quality assessment: From error visibility to structural similarity," IEEE Trans. Image Process., vol. 13, no. 4, pp. 600-612, Apr. 2004.
    • (2004) IEEE Trans. Image Process. , vol.13 , Issue.4 , pp. 600-612
    • Wang, Z.1    Bovik, A.C.2    Sheikh, H.R.3    Simoncelli, E.P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.