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Research Article

Weighted manifold regularized sparse representation of featured injected details for pansharpening

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Pages 4199-4223 | Received 08 Sep 2020, Accepted 13 Dec 2020, Published online: 28 Feb 2021

References

  • 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.
  • Aiazzi, B., S. Baronti, and M. Selva. 2007. “Improving Component Substitution Pansharpening through Multivariate Regression of MS +pan Data.” IEEE Transactions on Geoscience and Remote Sensing 45 (10): 3230–3239.
  • Alparone, L., B. Aiazzi, S. Baronti, A. Garzelli, F. Nencini, and M. Selva. 2015. “Multispectral and Panchromatic Data Fusion Assessment without Reference.” Photogrammetric Engineering and Remote Sensing 74 (74): 193–200.
  • Alparone, L., L. Wald, J. Chanussot, C. Thomas, P. Gamba, and L. M. Bruce. 2007. “Comparison of Pansharpening Algorithms: Outcome of the 2006 GRS-S Data-Fusion Contest.” IEEE Transactions on Geoscience and Remote Sensing 45 (10): 3012–3021.
  • Alparone, L., S. Baronti, A. Garzelli, and F. Nencini. 2004. “A Global Quality Measurement of Pan-sharpened Multispectral Imagery.” Geoscience and Remote Sensing Letters IEEE 1 (4): 313–317.
  • Beck, A., and M. Teboulle. 2009. “A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems.” SIAM Journal on Imaging Sciences 2 (1): 183–202.
  • Burt, P. J., and E. H. Adelson. 1987. “The Laplacian Pyramid as a Compact Image Code.” Readings in Computer Vision 31 (4): 671–679.
  • Cheng, M., C. Wang, and L. Jonathan. 2014. “Sparse Representation Based Pansharpening Using Trained Dictionary.” IEEE Geoscience and Remote Sensing Letters 11 (1): 293–297.
  • Choi, M. 2006. “A New Intensity-hue-saturation Fusion Approach to Image Fusion with A Tradeoff Parameter.” IEEE Transactions on Geoscience and Remote Sensing 44 (6): 1672–1682.
  • Du, Q., N. H. Younan, R. King, and V. P. Shah. 2007. “On the Performance Evaluation of Pan-Sharpening Techniques.” IEEE Geoscience and Remote Sensing Letters 4 (4): 518–522.
  • Fei, R., J. Zhang, J. Liu, F. Du, P. Chang, and J. Hu. 2019. “Convolutional Sparse Representation of Injected Details for Pansharpening.” IEEE Geoscience and Remote Sensing Letters 16 (10): 1595–1599
  • Fei, R., J.-S. Zhang, J. Liu, F. Du, P. Chang, and H. Junying. 2019. “Manifold Regularized Sparse Representation of Injected Details for Pansharpening.” International Journal of Remote Sensing 40 (22): 8395–8417. doi:10.1080/01431161.2019.1610984
  • Garzelli, A. 2016. “A Review of Image Fusion Algorithms Based on the Super-Resolution Paradigm.” Remote Sensing 8 (10): 797.
  • Garzelli, A., F. Nencini, and L. Capobianco. 2008. “Optimal MMSE Pan Sharpening of Very High Resolution Multispectral Images.” IEEE Transactions on Geoscience and Remote Sensing 46 (1): 228–236.
  • Ghassemian,, and Hassan. 2016. “A Review of Remote Sensing Image Fusion Methods.” Information Fusion 8: S 1566253516300173.
  • Gonzalez-Audicana, M., J. L. Saleta, R. G. Catalan, and R. Garcia. 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.
  • He, X., D. Cai, Y. Shao, H. Bao, and J. Han. 2011. “Laplacian Regularized Gaussian Mixture Model for Data Clustering.” IEEE Transactions on Knowledge and Data Engineering 23 (9): 1406–1418.
  • Jiang, C., H. Zhang, H. Shen, and L. Zhang. 2012. “A Practical Compressed Sensing-Based Pan-Sharpening Method.” IEEE Geoscience and Remote Sensing Letters 9 (4): 629–633.
  • Jiang, C., H. Zhang, H. Shen, and L. Zhang. 2014. ““Two-step Sparse Coding for the Pan-Sharpening of Remote Sensing Images.”.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 7 (5): 1792–1805.
  • Khan, M. M., J. Chanussot, L. Condat, and A. Montanvert. 2008. “Indusion: Fusion of Multispectral and Panchromatic Images Using the Induction Scaling Technique.” IEEE Geoscience and Remote Sensing Letters 5 (1): 98–102.
  • Laporterie, D., F. Jean, H. De Boissezon, and G. Flouzat. 2005. “Thematic and Statistical Evaluations of Five Panchromatic/multispectral Fusion Methods on Simulated PLEIADES-HR Images.” Information Fusion 6 (3): 193–212.
  • Li, S., and B. Yang. 2011. “A New Pan-Sharpening Method Using A Compressed Sensing Technique.” IEEE Transactions on Geoscience and Remote Sensing 49 (2): 738–746.
  • 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.
  • Li, Y., Q. Jiahui, W. Dong, and Y. Zheng. 2018. “Hyperspectral Pansharpening via Improved PCA Approach and Optimal Weighted Fusion Strategy.” Neurocomputing 315: 371–380. http://www.sciencedirect.com/science/article/pii/S0925231218308658.
  • Liu, J., C. Zhang, J. Zhang, L. Huirong, and Y. Gao. 2016. “Manifold Regularization for Sparse Unmixing of Hyperspectral Images.” Springerplus 5 (1): 2007.
  • Mallat, S. G. 1989. “A Theory for Multiresolution Signal Decomposition: The Wavelet Representation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 11 (7): 674–693.
  • Mohammadzadeh, A., A. Tavakoli, and M. J. Valadan Zoej. 2010. “Road Extraction Based on Fuzzy Logic and Mathematical Morphology from Pansharpened Ikonos Images.” Photogrammetric Record 21 (113): 44–60.
  • Nunez, J., X. Otazu, O. Fors, A. Prades, V. Pala, and R. Arbiol. 1999. “Multiresolution-based Image Fusion with Additive Wavelet Decomposition.” IEEE Transactions on Geoscience and Remote Sensing 37 (3): 1204–1211.
  • Otazu, X., M. Gonzalez-Audicana, O. Fors, and J. Nunez. 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.
  • Shah, V. P., N. H. Younan, and R. L. King. 2008a. “An Efficient Pansharpening Method via a Combined Adaptive PCA Approach and Contourlets.” IEEE Transactions on Geoscience and Remote Sensing 46 (5): 1323–1335.
  • Shah, V. P., N. H. Younan, and R. L. King. 2008b. “An Efficient Pan-Sharpening Method via a Combined Adaptive PCA Approach and Contourlets.” IEEE Transactions on Geoscience and Remote Sensing 46 (5): 1323–1335.
  • Shensa, M. J. 1992. ““Discrete Wavelet Transform: Wedding the A Trous and Mallat Algorithms.”.” IEEE Transactions on Signal Processing 40 (10): 2464–2482.
  • Souza, C., Jr, L. Firestone, L. M. Silva, and D. Roberts. 2003. “Mapping Forest Degradation in the Eastern Amazon from SPOT 4 through Spectral Mixture Models.” Remote Sensing of Environment 87 (4): 494–506.
  • 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.
  • Tu, T. M., P. S. Huang, C. L. Hung, and C. P. Chang. 2004. “A Fast Intensity-hue-saturation Fusion Technique with Spectral Adjustment for IKONOS Imagery.” IEEE Geoscience and Remote Sensing Letters 1 (4): 309–312.
  • Vicinanza, M. R., R. Restaino, G. Vivone, M. D. Mura, and J. Chanussot. 2014. “A Pansharpening Method Based on the Sparse Representation of Injected Details.” IEEE Geoscience and Remote Sensing Letters 12 (1): 180–184.
  • Vivone, G. 2019. ““Robust Band-Dependent Spatial-Detail Approaches for Panchromatic Sharpening.”.” IEEE Transactions on Geoscience and Remote Sensing 57 (9): 6421–6433.
  • Vivone, G., L. Alparone, A. Garzelli, and S. Lolli. 2019. “Fast Reproducible Pansharpening Based on Instrument and Acquisition Modeling: AWLP Revisited.” Remote Sensing 11 (19): 2315. doi:10.3390/rs11192315.
  • Vivone, G., R. Restaino, M. D. Mura, G. Licciardi, and J. Chanussot. 2013. “Contrast and Error-Based Fusion Schemes for Multispectral Image Pansharpening.” IEEE Geoscience and Remote Sensing Letters 11 (5): 930–934.
  • Wald, L. 2000. “Quality of High Resolution Synthesised Images: Is There a Simple Criterion ?” 99–103.
  • Wald, L., T. Ranchin, and M. Mangolini. 1997. “Fusion of Satellite Images of Different Spatial Resolutions: Assessing the Quality of Resulting Images.” Photogrammetric Engineering and Remote Sensing 63 (6): 691–699.
  • Xu, L., L. Lixin, and H. Mingyi. 2012. “Novel Pansharpening Algorithm for WorldView-2 Satellite Images.” International Proceedings of Computer Science and Information Tech 31: 18-23. 17-18 March 2012, Singapore.
  • Yuhas, R., A. F. H. Goetz, and J. W. Boardman. 1992. Descrimination among semi-arid landscape endmembers using the Spectral Angle Mapper (SAM) algorithm..
  • Zhong, S., Y. Zhang, Y. Chen, and D. Wu. 2017. “Combining Component Substitution and Multiresolution Analysis: A Novel Generalized BDSD Pansharpening Algorithm.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10 (6): 2867–2875.
  • Zhu, X. X., C. Grohnfeldt, and R. Bamler. 2016. “Exploiting Joint Sparsity for Pansharpening: The J-SparseFI Algorithm.” IEEE Transactions on Geoscience and Remote Sensing 54 (5): 2664–2681.
  • Zhu, X. X., and R. Bamler. 2013. “A Sparse Image Fusion Algorithm with Application to Pan-Sharpening.” IEEE Transactions on Geoscience and Remote Sensing 51 (5): 2827–2836.

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