Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review, Wetlands Ecology Management, pp.281-296, 2009. ,
DOI : 10.1007/s11273-009-9169-z
Measuring surface water from space, Reviews of Geophysics, vol.338, issue.5, pp.2-2002, 2007. ,
DOI : 10.1029/2006RG000197
Uncertainty and equifinality in calibrating distributed roughness coefficients in a flood propagation model with limited data, Advances in Water Resources, vol.22, issue.4, pp.349-365, 1998. ,
DOI : 10.1016/S0309-1708(98)00017-7
Multiresolution Segmentation ? an optimization approach for high quality multi-scale image segmentation, Beiträge zum AGIT-Symposium, pp.12-23, 2000. ,
Analysis and rejection of systematic disturbances in hyperspectral remotely sensed images of the Earth, Applied Optics, vol.40, issue.9, pp.1464-1477, 2001. ,
DOI : 10.1364/AO.40.001464
The PROBA/CHRIS mission: a low-cost smallsat for hyperspectral multiangle observations of the Earth surface and atmosphere, IEEE Transactions on Geoscience and Remote Sensing, vol.42, issue.7, pp.40-1560, 2005. ,
DOI : 10.1109/TGRS.2004.827260
Estimating and mapping crop residues cover on agricultural lands using hyperspectral and IKONOS data, Remote Sensing of Environment, vol.104, issue.4, pp.447-459, 2006. ,
DOI : 10.1016/j.rse.2006.05.018
Monitoring Flood Extent and Forecasting Excess Runoff Risk with RADARSAT-1 Data, Natural Hazards, vol.16, issue.4, pp.377-393, 2005. ,
DOI : 10.1007/s11069-004-1798-1
Mapping salt-marsh vegetation by multispectral and hyperspectral remote sensing, Remote Sensing of Environment, vol.105, issue.1, pp.54-67, 2006. ,
DOI : 10.1016/j.rse.2006.06.006
Pattern Recognition and Machine Learning, 2006. ,
Orbital SAR remote sensing of a river flood wave, International Journal of Remote Sensing, vol.19, issue.7, pp.1439-1445, 1998. ,
DOI : 10.1080/014311698215559
Multicategory Classification by Support Vector Machines, Computational Optimizations and Applications, vol.12, issue.1-3, pp.53-79, 1999. ,
DOI : 10.1007/978-1-4615-5197-3_5
Integration of remote sensing data and GIS for accurate mapping of flooded areas, International Journal of Remote Sensing, vol.1, issue.2, pp.429-441, 2002. ,
DOI : 10.1080/01431160010014729
Mapping rainfall distribution using RADARSAT data, Proceedings of GER'97, p.9, 1997. ,
A tutorial on support vector machines for pattern recognition, in data mining and knowledge discovery. U. Fayyad, Kluwer Academic, pp.1-43, 1998. ,
On the algorithmic implementation of multiclass kernel-based vector machine, Journal of Machine Learning Research, vol.2, pp.265-292, 2002. ,
A low cost hyperspectral mission, Acta Astronautica, vol.55, issue.3-9, pp.631-636, 2004. ,
DOI : 10.1016/j.actaastro.2004.05.007
Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation, Wetlands Ecology and Management, pp.281-295, 2009. ,
Mesures de paramètres des sols à partir de données des satellites radar pour les applications hydrologiques, Thèse de doctorat, p.213, 1997. ,
Support vector machine classification of land cover: application topolarimetric SAR data. Geoscience and Remote Sensing Symposium, pp.187-189, 2001. ,
Removal of noises in CHRIS/PROBA images: application of the Sparc Campaign data, Proc. of the 2 nd CHRIS/Proba Workshop, p.5, 2004. ,
Coping with flash floods, NATO science series, p.322, 2001. ,
Stability of Amazon Backscatter at C-Band: Spaceborne SAR Results from ERS-2 and Radarsat-1, 1999. ,
DOI : 10.4095/219593
Calibration of a two-dimensional finite element flood flow model using satellite radar imagery, Water Resources Research, vol.124, issue.7, 2000. ,
DOI : 10.1029/2000WR900206
Caractérisation spatiale d'aléa inondation a` partir d'images satellites radar: Cartographie et estimation de niveaux d'eau par fusion des donne´es images avec des donne´es topographiques, International Conference on Spatial Analysis and Geomatics, UMR ESPACE, p.12, 2005. ,
Water Level Estimation and Reduction of Hydraulic Model Calibration Uncertainties Using Satellite SAR Images of Floods, IEEE Transactions on Geoscience and Remote Sensing, vol.47, issue.2, pp.431-441, 2009. ,
DOI : 10.1109/TGRS.2008.2008718
A comparison of methods for multi-class support vector machines, IEEE Transactions on Neural Networks, vol.13, issue.2, pp.415-425, 2002. ,
Detection of urban effect on vegetation in a less built-up Hungarian city by hyperspectral remote sensing, Physics and Chemistry of the Earth, Parts A/B/C, vol.30, issue.1-3, pp.255-259, 2004. ,
DOI : 10.1016/j.pce.2004.08.041
Machine Learning for Spatial Environmental Data : theory, applications and software, 2009. ,
DOI : 10.1201/9781439808085
Pattern Recognition, p.340, 2008. ,
Techniques Developed for Geologic Analysis of Hyperspectral Data Applied to Near-Shore Hyperspectral Ocean Data, Presented at the Fourth International Conference on Remote Sensing for Marine and Coastal Environments, pp.17-19, 1997. ,
High temporal detection and monitoring of flood zone dynamic using ERS data around catastrophic natural events: The 1993 and 1994 Camargue flood events, paper presented at 3 rd ERS Symposium on Space at the Service of Our Environment, Eur. Space Agency, 1997. ,
Polarimetric SAR speckle filtering and its implication for classification, IEEE Trans. Geosci. and Rem. Sens, vol.37, issue.05, pp.2362-2373, 1999. ,
Multicategory Support Vector Machines, Journal of the American Statistical Association, vol.99, issue.465, pp.99-67, 2004. ,
DOI : 10.1198/016214504000000098
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.22.1879
Flood mapping using ERS tandem coherence image : a case study in souther France, third ERS Symposium on Space at the service of our environment, pp.17-21, 1997. ,
Uncertainty in calibrating flood propagation models with flood boundaries derived from synthetic aperture radar imagery, Proc. 20th Congr, pp.352-358, 2004. ,
Integration of SAR-derived river inundation areas, high-precision topographic data and a river flow model toward near real-time flood management, International Journal of Applied Earth Observation and Geoinformation, vol.9, issue.3, pp.247-263, 2007. ,
DOI : 10.1016/j.jag.2006.03.003
Comparison of SAR amplitude vs. coherence flood detection methods - a GIS application, International Journal of Remote Sensing, vol.21, issue.8, pp.1619-1631, 2000. ,
DOI : 10.1080/014311600209931
Assessment of the mapping capabilities of ERS-1 SAR data for flood mapping: a case study in Germany, Hydrological Processes, vol.1, issue.10, pp.1415-1425, 1997. ,
DOI : 10.1002/(SICI)1099-1085(199708)11:10<1415::AID-HYP532>3.0.CO;2-2
Uncertainty in the calibration of effective roughness parameters in HEC-RAS using inundation and downstream level observations, Journal of Hydrology, vol.302, issue.1-4, pp.1-4, 2005. ,
DOI : 10.1016/j.jhydrol.2004.06.036
The national flood insurance program: a U.S. approach ti flood loss reduction in Marsalek et al. (dir.), in Flood issues in contemporary water management, NATO Science series, vol.2, issue.71, pp.185-195, 2000. ,
Mapping an invasive plant, Phragmites australis, in coastal wetlands using the EO-1 Hyperion hyperspectral sensor, Remote Sensing of Environment, vol.108, issue.1, pp.74-81, 2007. ,
DOI : 10.1016/j.rse.2006.11.002
Using geographical information systems and aerial photographs to determine water levels during floods, Hydrological Processes, vol.16, issue.8, pp.1593-1602, 2002. ,
DOI : 10.1002/hyp.1023
Mapping marshland vegetation of San Francisco Bay, California, using hyperspectral data, International Journal of Remote Sensing, vol.72, issue.23, pp.5169-5191, 2005. ,
DOI : 10.1890/1051-0761(1997)007[1039:MPCSMU]2.0.CO;2
Spectral discrimination of vegetation types in a coastal wetland, Remote Sensing of Environment, vol.85, issue.1, pp.92-108, 2003. ,
DOI : 10.1016/S0034-4257(02)00196-7
Demonstrating the high potential of remote sensing in hydraulic modelling and flood risk management, Annual Conference of the Remote Sensing and Photogrammetry Society With the NERC Earth Observation Conference, 2005. ,
The Utility of Spaceborne Radar to Render Flood Inundation Maps Based on Multialgorithm Ensembles, IEEE Transactions on Geoscience and Remote Sensing, vol.47, issue.8, pp.82801-2807, 2009. ,
DOI : 10.1109/TGRS.2009.2017937
Kernel Methods for Pattern Analysis, p.460, 2004. ,
DOI : 10.1017/CBO9780511809682
Less is more : Active learning with support vector machines, Proceedings of the Seventemth International Conference on Machine Learning, pp.839-846, 2000. ,
A tutorial on Support Vector Regression, NeuroCOLT2 Technical Report Series, NC2-TR- 1998-030, p.71, 1998. ,
Improved Spatial Mapping of Rainfall Events with Spaceborne SAR Imagery, IEEE Transactions on Geoscience and Remote Sensing, vol.21, issue.1, pp.118-121, 1983. ,
DOI : 10.1109/TGRS.1983.350538
Radar polarimetry for geoscience applications, 1990. ,
A hyperspectral band selector for plant species discrimination, ISPRS Journal of Photogrammetry and Remote Sensing, vol.62, issue.3, pp.225-235, 2007. ,
DOI : 10.1016/j.isprsjprs.2007.05.006
The Nature of Statistical Learning Theory, 1995. ,
Statistical Learning Theory, 1998. ,
Validation opérationnelle en hydraulique fluviale -Approche par un système à base de connaissance, Thèse de doctorat, Institut National Polytechnique de, 2005. ,
Contribution of ERS SAR images and ERS coherence data to a flood information system on the Meuse basin ? France, European Space AgencySpecial Publication) ESA SP, pp.597-605, 2000. ,