Abstract
In this contribution we analyze the problem of the fusion of time series of heterogeneous remote sensing images to serve classification and monitoring activities which can aid farming applications such as crop classification, change detection and monitoring. We propose several soft fusion operators that are based on different assumptions and model distinct desired properties. Conducted experiments on various geographic regions have been carried out and illustrate the effectiveness of our proposal.
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References
Goshtasby, A.A., Nikolov, S.: Guest editorial: Image fusion: Advances in the state of the art. Inf. Fusion 8, 114–118 (2007)
Pohl, C., Van Genderen, J.L.: Review article Multisensor image fusion in remote sensing: Concepts, methods and applications. Int. J. Remote Sens. 19, 823–854 (1998)
Dammavalam, S.R.: Quality Assessment of Pixel-Level ImageFusion Using Fuzzy Logic. Int. J. Soft Comput. 3, 11–23 (2012)
Zhao, L., Xu, B., Tang, W., Chen, Z.: A Pixel-Level Multisensor Image Fusion Algorithm Based on Fuzzy Logic. In: Wang, L., Jin, Y. (eds.) FSKD 2005. LNCS (LNAI), vol. 3613, pp. 717–720. Springer, Heidelberg (2005)
Yager, R.R.: A framework for multi-source data fusion. Soft Comput. Data Min. 163, 175–200 (2004)
Le Maire, G., Marsden, C., Verhoef, W., Ponzoni, F.J., Lo Seen, D., Bégué, A., Stape, J.-L., Nouvellon, Y.: Leaf area index estimation with MODIS reflectance time series and model inversion during full rotations of Eucalyptus plantations. Remote Sens. Environ. 115, 586–599 (2011)
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Bisquert, M., Bordogna, G., Boschetti, M., Poncelet, P., Teisseire, M. (2014). Soft Fusion of Heterogeneous Image Time Series. In: Laurent, A., Strauss, O., Bouchon-Meunier, B., Yager, R.R. (eds) Information Processing and Management of Uncertainty in Knowledge-Based Systems. IPMU 2014. Communications in Computer and Information Science, vol 442. Springer, Cham. https://doi.org/10.1007/978-3-319-08795-5_8
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DOI: https://doi.org/10.1007/978-3-319-08795-5_8
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-08794-8
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