568
Views
7
CrossRef citations to date
0
Altmetric
Research Article

A pansharpening scheme using spectral graph wavelet transforms and convolutional neural networks

ORCID Icon & ORCID Icon
Pages 2898-2919 | Received 27 Jan 2020, Accepted 19 Sep 2020, Published online: 11 Jan 2021

References

  • Aiazzi, B., L. Alparone, S. Baronti, A. Garzelli, and M. Selva. 2003. “An MTF-based Spectral Distortion Minimizing Model for Pan-sharpening of Very High Resolution Multispectral Images of Urban Areas.” 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, Berlin, Germany, 2003, 90–94. IEEE.
  • Aiazzi, B., L. Alparone, S. Baronti, A. Garzelli, and M. Selva. 2006. “MTF-tailored Multiscale Fusion of High-resolution MS and Pan Imagery.” Photogrammetric Engineering and Remote Sensing 72 (5): 591–596. doi:10.14358/PERS.72.5.591.
  • Aiazzi, B., S. Baronti, F. Lotti, and M. Selva. 2009. “A Comparison Be- Tween Global and Context-adaptive Pansharpening of Multispectral Images.” IEEE Geo- Science and Remote Sensing Letters 6 (2): 302–306. doi:10.1109/LGRS.2008.2012003.
  • Aiazzi, B., S. Baronti, M. Selva, and L. Alparone. 2013. “Bi-cubic Interpolation for Shift-free Pan-sharpening.” ISPRS Journal of Photogrammetry and Remote Sensing 86: 65–76. doi:10.1016/j.isprsjprs.2013.09.007.
  • Alparone, L., B. Aiazzi, S. Baronti, A. Garzelli, F. Nencini, and M. Selva. 2008. “Multispectral and Panchromatic Data Fusion Assessment without Reference.” Photogrammetric Engineering and Remote Sensing 74 (2): 193–200. doi:10.14358/PERS.74.2.193.
  • Alparone, L., S. Baronti, B. Aiazzi, and A. Garzelli. 2016. “Spatial Methods for Multispectral Pansharpening: Multiresolution Analysis Demystified.” IEEE Transactions on Geoscience and Remote Sensing 54 (5): 2563–2576. doi:10.1109/TGRS.2015.2503045.
  • Azarang, A., H. E. Manoochehri, and N. Kehtarnavaz. 2019. “Convolutional Autoencoder-based Multispectral Image Fusion.” IEEE Access 7: 35673–35683. doi:10.1109/ACCESS.2019.2905511.
  • Chavez, P., S. C. Sides, J. A. Anderson. 1991. “Comparison of Three Different Methods to Merge Multiresolution and Multispectral Data- Landsat TM and SPOT Panchromatic.” Photogrammetric Engineering and Remote Sensing 57 (3): 295–303.
  • Czaja, W., T. Doster, and J. M. Murphy. 2014. “Wavelet Packet Mixing for Image Fusion and Pan-sharpening.” In Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XX. Vol. 9088, 908803. International Society for Optics and Photonics. Baltimore, Maryland, United States.
  • Gillespie, A. R., A. B. Kahle, and R. E. Walker. 1987. “Color Enhancement of Highly Correlated Images. II. Channel Ratio and “Chromaticity” Transformation Techniques.” Remote Sensing of Environment 22 (3): 343–365. doi:10.1016/0034-4257(87)90088-5.
  • González-Audícana, M., J. L. Saleta, R. G. Catalán, and G. Rafael. 2004. “Fusion of Multispectral and Panchromatic Images Using Improved IHS and PCA Mergers Based on Wavelet Decomposition.” IEEE Transactions on Geoscience and Remote Sensing 42 (6): 1291–1299. doi:10.1109/TGRS.2004.825593.
  • Hammond, D. K., P. Vandergheynst, and R. Gribonval. 2011. “Wavelets on Graphs via Spectral Graph Theory.” Applied and Computational Harmonic Analysis 30 (2): 129–150. doi:10.1016/j.acha.2010.04.005.
  • He, L., Y. Rao, J. Li, J. Chanussot, A. Plaza, J. Zhu, and B. Li. 2019. “Pansharpening via Detail Injection Based Convolutional Neural Networks.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12 (4): 1188 - 1204.
  • Huang, W., L. Xiao, Z. Wei, H. Liu, and S. Tang. 2015. “A New Pansharpening Method with Deep Neural Networks.” IEEE Geoscience and Remote Sensing Letters 12 (5): 1037–1041. doi:10.1109/LGRS.2014.2376034.
  • Kim, J., J. K. Lee, and K. M. Lee. 2016. “Accurate Image Super-resolution Using Very Deep Convolutional Networks.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, USA, 1646–1654.
  • Lee, J., and C. Lee. 2010. “Fast and Efficient Panchromatic Sharpening.” IEEE Transactions on Geoscience and Remote Sensing 48 (1): 155–163. doi:10.1109/TGRS.2009.2028613.
  • Li, S., and B. Yang. 2010. “A New Pan-sharpening Method Using A Compressed Sensing Technique.” IEEE Transactions on Geoscience and Remote Sensing 49 (2): 738–746. doi:10.1109/TGRS.2010.2067219.
  • Li, S., H. Yin, and L. Fang. 2013. “Remote Sensing Image Fusion via Sparse Representations over Learned Dictionaries.” IEEE Transactions on Geoscience and Remote Sensing 51 (9): 4779–4789. doi:10.1109/TGRS.2012.2230332.
  • Masi, G., D. Cozzolino, L. Verdoliva, and G. Scarpa. 2016. “Pansharpening by Convolutional Neural Networks.” Remote Sensing 8 (7): 594. doi:10.3390/rs8070594.
  • Matsuoka, M., T. Tadono, and H. Yoshioka. 2016. “Effects of the Spectral Properties of a Panchromatic Image on Pan-sharpening Simulated Using Hyperspectral Data.” International Journal of Image and Data Fusion 7 (4): 339–359. doi:10.1080/19479832.2016.1218945.
  • Meena, H., K. Sharma, and S. D. Joshi. 2017. “Improved Facial Expression Recognition Using Graph Signal Processing.” Electronics Letters 53 (11): 718–720. doi:10.1049/el.2017.0420.
  • Meng, X., H. Shen, H. Li, L. Zhang, and R. Fu. 2019. “Review of the Pansharpening Methods for Remote Sensing Images Based on the Idea of Meta-analysis: Practical Discussion and Challenges.” Information Fusion 46: 102–113. doi:10.1016/j.inffus.2018.05.006.
  • Meng, X., H. Shen, Q. Yuan, H. Li, L. Zhang, and W.-W. Sun. 2018. “Pansharpening for Cloud-contaminated Very High-resolution Remote Sensing Images.” IEEE Transactions on Geoscience and Remote Sensing 57 (5): 2840–2854. doi:10.1109/TGRS.2018.2878007.
  • Meng, X., Y. Xiong, F. Shao, H. Shen, W. Sun, G. Yang, Q. Yuan. et al. 2020. “A Large-Scale Benchmark Data Set for Evaluating Pansharpening Performance: Overview and Implementation.”IEEE Geoscience and Remote Sensing Magazine. doi:10.1109/MGRS.2020.2976696.
  • Moonon, A.-U., J. Hu, and S. Li. 2015. “Remote Sensing Image Fusion Method Based on Nonsubsampled Shearlet Transform and Sparse Representation.” Sensing and Imag- Ing 16 (1): 23. doi:10.1007/s11220-015-0125-0.
  • Narang, S. K., and A. Ortega. 2012. “Perfect Reconstruction Two-channel Wavelet Filter Banks for Graph Structured Data.” IEEE Transactions on Signal Processing 60 (6): 2786–2799. doi:10.1109/TSP.2012.2188718.
  • Otazu, X., M. González-Audícana, O. Fors, and N. Jorge. 2005. “Introduction of Sensor Spectral Response into Image Fusion Methods. Application to Wavelet-based Methods.” IEEE Transactions on Geoscience and Remote Sensing 43 (10): 2376–2385. doi:10.1109/TGRS.2005.856106.
  • Palsson, F., J. R. Sveinsson, M. O. Ulfarsson, and J. A. Benediktsson. 2016. “MTF-Based Deblurring Using a Wiener Filter for CS and MRA Pansharpening Methods.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 9 (6): 2255–2269. doi:10.1109/JSTARS.2016.2546061.
  • Rahmani, S., M. Strait, D. Merkurjev, M. Moeller, and T. Wittman. 2010. “An Adaptive IHS Pan-sharpening Method.” IEEE Geoscience and Remote Sensing Letters 7 (4): 746–750. doi:10.1109/LGRS.2010.2046715.
  • Restaino, R., G. Vivone, M. D. Mura, and J. Chanussot. 2016. “Fusion of Multispectral and Panchromatic Images Based on Morphological Operators.” IEEE Transactions on Image Processing 25 (6): 2882–2895. doi:10.1109/TIP.2016.2556944.
  • Sakiyama, A., and Y. Tanaka. 2014. “Oversampled Graph Laplacian Matrix for Graph Filter Banks.” IEEE Transactions on Signal Processing 62 (24): 6425–6437. doi:10.1109/TSP.2014.2365761.
  • Saxena, N., and K. K. Sharma. 2017a. “Pansharpening Approach Using Hilbert Vibration Decomposition.” IET Image Processing 11 (12): 1152–1162. doi:10.1049/iet-ipr.2017.0133.
  • Saxena, N., and K. K. Sharma. 2018. “Pansharpening Scheme Using Filtering in Two- Dimensional Discrete Fractional Fourier Transform.” IET Image Processing 12 (6): 1013–1019. doi:10.1049/iet-ipr.2017.0961.
  • Saxena, N., and K. K. Sharma. 2017b. “A Hybrid Approach for Pansharpening Using Hilbert Vibration Decomposition.” 2017 IEEE International Conference on Power, Control, Signals and Instrumentation Engineering (ICPCSI), Chennai, India, 2801–2805. IEEE.
  • Scarpa, G., S. Vitale, and D. Cozzolino. 2018. “Target-adaptive CNN-based Pansharpening.” IEEE Transactions on Geoscience and Remote Sensing 56 (9): 5443–5457. doi:10.1109/TGRS.2018.2817393.
  • Thomas, C., T. Ranchin, L. Wald, and J. Chanussot. 2008. “Synthesis of Multispectral Images to High Spatial Resolution: A Critical Review of Fusion Methods Based on Remote Sensing Physics.” IEEE Transactions on Geoscience and Remote Sensing 46 (5): 1301–1312. doi:10.1109/TGRS.2007.912448.
  • Vivone, G., L. Alparone, J. Chanussot, M. D. Mura, A. Garzelli, G. A. Licciardi, R. Restaino, and L. Wald. 2015. “A Critical Comparison among Pansharpening Algorithms.” IEEE Transactions on Geoscience and Remote Sensing 53 (5): 2565–2586. doi:10.1109/TGRS.2014.2361734.
  • Vivone, G., R. Restaino, and J. Chanussot. 2018. “Full Scale Regression-based Injection Coefficients for Panchromatic Sharpening.” IEEE Transactions on Image Processing 27 (7): 3418–3431. doi:10.1109/TIP.2018.2819501.
  • Wald, L. 2002. Data Fusion: Definitions and Architectures: Fusion of Images of Different Spatial Resolutions. Presses des MINES, Paris, France.
  • Wang, Z., and A. C. Bovik. 2002. “A Universal Image Quality Index.” IEEE Signal Processing Letters 9 (3): 81–84. doi:10.1109/97.995823.
  • Wei, Y., Q. Yuan, H. Shen, and L. Zhang. 2017. “Boosting the Accuracy of Multispectral Image Pansharpening by Learning a Deep Residual Network.” IEEE Geoscience and Remote Sensing Letters 14 (10): 1795–1799. doi:10.1109/LGRS.2017.2736020.
  • Yuhas, R. H., A. F. H. Goetz, and J. W. Boardman. 1992. “Discrimination among Semi-arid Landscape Endmembers Using the Spectral Angle Mapper (SAM) Algorithm.”
  • Zhang, Y. 2004. “Understanding Image Fusion.” Photogrammetric Engineering and Remote Sensing 70 (6): 657–661.
  • Zhu, X. X., and R. Bamler. 2012. “A Sparse Image Fusion Algorithm with Application to Pan-sharpening.” IEEE Transactions on Geoscience and Remote Sensing 51 (5): 2827–2836. doi:10.1109/TGRS.2012.2213604.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.