Research Outputs Farid Melgani


  • L. Lorenzi, F. Melgani, G. Mercier, Y. Bazi, "Assessing the Reconstructability of Shadow Areas in VHR Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 51, (In press), p. --- - see details
  • N. Alajlan, Y. Bazi, F. Melgani, S. Malek, M. A. Bencherif, "Detection of Premature Ventricular Contraction Arrhythmias in Electrocardiogram Signals with Kernel Methods" in SIGNAL, IMAGE AND VIDEO PROCESSING, v. 7, (In press), p. --- - see details
  • F. Douak, F. Melgani, N. Benoudjit, "Kernel Ridge Regression with Active Learning for Wind Speed Prediction" in APPLIED ENERGY, v. -, (In press), p. --- - see details
  • F. Melgani, E. Pasolli, "Multiobjective PSO for Hyperspectral Image Clustering" in A. Chatterjee, P. Siarry (edited by), Computational Intelligence in Image Processing, Berlin: Springer, In press, p. 265-280. - ISBN: 9783642306204 - see details
  • E. Pasolli, F. Melgani, N. Alajlan, N. Conci, "Optical Image Classification: A Ground-Truth Design Framework" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 51, (In press), p. --- - see details
  • L. Lorenzi, G. Mercier, F. Melgani, "Support Vector Regression with Kernel Combination for Missing Data Reconstruction" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 10, (In press), p. --- - see details
  • L. Lorenzi, F. Melgani, G. Mercier, "A Complete Processing Chain for Shadow Detection and Reconstruction in VHR Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 9 (2012), p. 3440-3452. - DOI: 10.1109/TGRS.2012.2183876 - see details
  • L. Douha, N. Benoudjit, F. Melgani, "A Robust Regression Approach for Spectrophotometric Signal Analysis" in JOURNAL OF CHEMOMETRICS, v. 26, (2012), p. 400-405. - DOI: 10.1002/cem.2455 - see details
  • T. Moranduzzo, F. Melgani, "A SIFT-SVM Method for Detecting Cars in UAV Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, New York: IEEE, 2012, p. 6868-6871. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, Munich, Germany, 22-27, July, 2012. - DOI: 10.1109/IGARSS.2012.6352585 - see details
  • A. Daamouche, L. Hamami, N. Alajlan, F. Melgani, "A Wavelet Optimization Approach for ECG Signal Classification" in BIOMEDICAL SIGNAL PROCESSING AND CONTROL, v. 7, n. 4 (2012), p. 342-349. - DOI: 10.1016/j.bspc.2011.07.001 - see details
  • F. Douak, F. Melgani, N. Alajlan, E. Pasolli, Y. Bazi, N. Benoudjit, "Active Learning for Spectroscopic Data Regression" in JOURNAL OF CHEMOMETRICS, v. 26, n. 7 (2012), p. 374-383. - DOI: 10.1002/cem.2443 - see details
  • E. Pasolli, F. Melgani, N. Alajlan, Y. Bazi, "Active Learning Methods for Biophysical Parameter Estimation" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 10 (2012), p. 4071-4084. - DOI: 10.1109/TGRS.2012.2187906 - see details
  • E. Pasolli, F. Melgani, "An Approach for Classifying large Scale Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, New-York: IEEE, 2012, p. 5410-5413. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, Munich, Germany, 22-27, July, 2012. - DOI: 10.1109/IGARSS.2012.6352383 - see details
  • N. Alajlan, Y. Bazi, F. Melgani, R. Yager, "Fusion of Supervised and Unsupervised Learning for Improved Classification of Hyperspectral Images" in INFORMATION SCIENCES, v. 217, (2012), p. 39-55. - DOI: 10.1016/j.ins.2012.06.031 - see details
  • Y. Bazi, N. Alajlan, F. Melgani, "Improved Estimation of Water Chlorophyll Concentration with Semisupervised Gaussian Process Regression" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 50, n. 7 (2012), p. 2733-2743. - DOI: 10.1109/TGRS.2011.2174246 - see details
  • N. Segata, E. Pasolli, F. Melgani, E. Blanzieri, "Local SVM Approaches for Fast and Accurate Classification of Remote Sensing Images" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 33, n. 19 (2012), p. 6186-6201. - DOI: 10.1080/01431161.2012.678947 - see details
  • L. Lorenzi, F. Melgani, G. Mercier, "Orthogonal Matching Pursuit for VHR Image Reconstruction" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, New York: IEEE, 2012, p. 3497-3500. - ISBN: 9781467311601. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, Munich, Germany, 22-27, July, 2012. - DOI: 10.1109/IGARSS.2012.6350666 - see details
  • L. Lorenzi, F. Melgani, G. Mercier, "Some Criteria to Assess the Reconstructibility of Shadow Areas" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, New York: IEEE, 2012, p. 4359-4362. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, Munich, Germany, 22-27, July, 2012. - DOI: 10.1109/IGARSS.2012.6350408 - see details
  • L. Douha, N. Benoudjit, F. Douak, F. Melgani, "Support Vector Regression in Spectrophotometry: An Experimental Study" in CRITICAL REVIEWS IN ANALYTICAL CHEMISTRY, v. 42, n. 3 (2012), p. 214-219. - DOI: 10.1080/10408347.2011.651945 - see details
  • F. Douak, F. Melgani, E. Pasolli, N. Benoudjit, "SVR Active Learning for Product Quality Control" in Proc. of the 11th International Conference on Information Science, Signal Processing and their Applications, New York: IEEE, 2012, p. 1113-1117. - ISBN: 9781467303811. Proceedings of: 11th International Conference on Information Science, Signal Processing and their Applications (ISSPA 2012), Montreal, Canada, 2-5, July, 2012. - DOI: 10.1109/ISSPA.2012.6310457 - see details
  • F. Douak, N. Benoudjit, F. Melgani, "A Two-Stage Regression Approach for Spectroscopic Quantitative Analysis" in CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, v. 109, (2011), p. 34-41 - see details
  • E. Pasolli, F. Melgani, "Gaussian Process Regression within an Active Learning Scheme" in Proceedings of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2011, New York: IEEE, 2011, p. 3574-3577. - ISBN: 9781457710032. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049994 - see details
  • E. Pasolli, F. Melgani, "Ground-Truth Assisted Design for Remote Sensing Image Classification" in Proceedings of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2011, New York: IEEE, 2011, p. 609-612. - ISBN: 9781457710032. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049202 - see details
  • E. Pasolli, F. Melgani, D. Tuia, F. Pacifici, W. J. Emery, "Improving Active Learning Methods Using Spatial Information" in Proceedings of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2011, New York: IEEE, 2011, p. 3923-3926. - ISBN: 9781457710032. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6050089 - see details
  • L. Lorenzi, F. Melgani, G. Mercier, "Inpainting Strategies for Reconstruction of Missing Data in VHR Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 8, n. 5 (2011), p. 914-918 - see details
  • L. Lorenzi, F. Melgani, G. Mercier, "Multiresolution Inpainting for Reconstruction of Missing data in VHR Images" in Proceedings of the IEEE-International Geoscience and Remote Sensing Symposium (IGARSS, New York: IEEE, 2011, p. 531-534. - ISBN: 9781457710032. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049182 - see details
  • G. Valotto, A. Quaranta, F. Melgani, F. Gonella, G. Rampazzo, "Multivariate analysis as a tool for Ion Beam Induced Luminescence (IBIL) spectra interpretation" in SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, v. 81A, n. 1 (2011), p. 353-358 - see details
  • E. Pasolli, F. Melgani, Y. Bazi, "SVM Active Learning Through Significance Space Construction" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 8, n. 3 (2011), p. 431-435 - see details
  • E. Pasolli, F. Melgani, "Active Learning Methods for Electrocardiographic Signal Classification" in IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, v. 14, n. 6 (2010), p. 1405-1416 - see details
  • E. Pasolli, F. Melgani, "Active Learning Methods for Electrocardiographic Signal Classification" in IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, v. 14, n. 6 (2010), p. 1405-1416 - see details
  • F. Melgani, G. Mahlknecht, E. Pasolli, E. Gottardini, A. Cristofori, F. Cristofolini, N. La Porta, "Exploiting Ozone concentration measurements from satellite remote sensors for forest monitoring: a feasibility study" in International Forestry Review 12, Shropshire: Commonwealth Forestry Association, 2010, p. 336-336. Proceedings of: Forests for the Future XXIII IUFRO World Congress, Seoul, South Korea, 23-28 August 2010 - see details
  • F. Melgani, G. Mahlknecht, E. Pasolli, E. Gottardini, A. Cristofori, F. Cristofolini, N. La Porta, "Exploiting Ozone concentration measurements from satellite remote sensors for forest monitoring: a feasibility study" in International Forestry Review 12, Shropshire: Commonwealth Forestry Association, 2010, p. 336-336. Proceedings of: Forests for the Future XXIII IUFRO World Congress, Seoul, South Korea, 23-28 August 2010 - see details
  • E. Pasolli, F. Melgani, M. Donelli, "Gaussian Process Approach to Buried Object Size Estimation in GPR Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 7, n. 1 (2010), p. 141-145. - DOI: 10.1109/LGRS.2009.2028697 - see details
  • Y. Bazi, F. Melgani, "Gaussian Process Approach to Remote Sensing Image Classification" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. vol. 48, n. no. 1 (2010), p. 186-197 - see details
  • L. Pasolli, F. Melgani, E. Blanzieri, "Gaussian Process Regression for Estimating Chlorophyll Concentration in Subsurface Waters from Remote Sensing Data" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. vol. 7, n. no. 3 (2010), p. 464-468 - see details
  • E. Pasolli, F. Melgani, "Model-Based Active Learning for SVM Classification of Remote Sensing Images" in 2010 IEEE International Geoscience and Remote Sensing Symposium: IGARSS, Piscataway, NJ: IEEE, 2010, p. 820-823. Proceedings of: IGARSS 2010, Honolulu, HI, 25th-30th July 2010. - DOI: 10.1109/IGARSS.2010.5652171 - see details
  • E. Pasolli, F. Melgani, "Model-Based Active Learning for SVM Classification of Remote Sensing Images" in 2010 IEEE International Geoscience and Remote Sensing Symposium: IGARSS, Piscataway, NJ: IEEE, 2010, p. 820-823. Proceedings of: IGARSS 2010, Honolulu, HI, 25th-30th July 2010. - DOI: 10.1109/IGARSS.2010.5652171 - see details
  • Y. Bazi, F. Melgani, "Semisupervised Gaussian Process Regression for Biophysical Parameter Estimation" in 2010 IEEE International Geoscience and Remote Sensing Symposium: IGARSS, Piscataway, NJ: IEEE, 2010, p. 4248-4251. Proceedings of: IGARSS-2010, Honolulu, HI, 25th-30th July, 2010. - DOI: 10.1109/IGARSS.2010.5652686 - see details
  • Y. Bazi, F. Melgani, H.D. Al-sharari, "Unsupervised Change Detection in Multispectral Remotely Sensed Imagery with Level Set Methods" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. Vol. 48, n. no. 8 (2010), p. 3178-3187 - see details
  • Y. Bazi, F. Melgani, L. Bruzzone, G. Vernazza, "A Genetic Expectation-Maximization Method for Unsupervised Change Detection in Multitemporal SAR Imagery" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 30, n. 24 (2009), p. 6591-6610 - see details
  • N. Ghoggali, F. Melgani, Y. Bazi, "A Multiobjective Genetic SVM Approach for Classification Problems with Limited Training Samples" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 47, n. 6 (2009), p. 1707-1718 - see details
  • E. Pasolli, F. Melgani, M. Donelli, R. Attoui, M. de Vos Raaijmakers, "A Pattern Recognition System for Archaeological Exploration with GPR Images" in Colloque International sur l’Archéologie, Algeria: Colloque International sur l’Archéologie, 2009, p. - . Proceedings of: Colloque International sur l’Archéologie, Tebessa, Algeria, April 25-29, 2009 - see details
  • E. Pasolli, F. Melgani, M. Donelli, "A Pattern Recognition System for Extracting Buried Object Characteristics in GPR Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, New York (N.Y.): IEEE, 2009, p. 430-433 -(4). Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, Cape Town, South Africa, July 2009 - see details
  • Y. Bazi, F. Melgani, "A Variational Level-Set Method for Unsupervised Change Detection in Remote Sensing Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, New York (N.Y.): IEEE, 2009, p. 984-987 -(2). Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, Cape Town, South Africa, July 2009 - see details
  • Y. Bazi, F. Melgani, H. Al-sharari, "An Automatic Method for Counting Olive Trees in Very High Spatial Remote Sensing Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, New York (N.Y.): IEEE, 2009, p. 125-128 -(2). Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, Cape Town, South Africa, July 2009 - see details
  • E. Pasolli, F. Melgani, M. Donelli, "Automatic Analysis of GPR Images: A Pattern Recognition Approach" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 47, n. 7 (2009), p. 2206-2217 - see details
  • N. Ghoggali, F. Melgani, "Automatic Ground-Truth Validation with Genetic Algorithms for Multispectral Image Classification" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 47, n. 7 (2009), p. 2172-2181 - see details
  • A. Paoli, F. Melgani, E. Pasolli, "Clustering of Hyperspectral Images based on Multiobjective Particle Swarm Optimization" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 47, n. 12 (2009), p. 4175-4188 - see details
  • C. Sun, F. Melgani, L. Zhang, C. Zhou, F.G.B. De Natale, X. Liu, "Comparison of Data Fusion in Different Color Spaces for Color Iris Recognition" in Proc. of the IASTED International Conference on Signal Processing, Pattern Recognition and Applications – SPPRA 2009, Austria: IASTED, 2009, p. 7-12. Proceedings of: IASTED International Conference on Signal Processing, Pattern Recognition and Applications – SPPRA 2009, Innsbruck,, February 2009 - see details
  • F. Melgani, Y. Bazi, "Evolutionary Computation Approach to ECG Signal Classification" in Biomedical Engineering Systems and Technologies. BIOSTEC 2008, Berlin: Springer, 2009, p. 19-24 -(Communications in Computer and Information Science ). - ISBN: 978-3-540-92218-6. Proceedings of: INSTICC Press, Funchal (Madeira, Portugal), 28th-31st January 2008. - URL: http://www.biosignals.org/Biosignals2008/ - see details
  • N. Benoudjit, F. Melgani, H. Bouzgou, "Multiple Regression Systems for Spectrophotometric Data Analysis" in CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, v. 95, n. 2 (2009), p. 144-149 - see details
  • A. Daamouche, F. Melgani, L. Hamami, "Optimizing Wavelets for Hyperspectral Image Classification" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, New York (N.Y.): IEEE, 2009, p. 302-305. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, Cape Town, South Africa, July 2009 - see details
  • N. Ghoggali, F. Melgani, R. Attoui, "Supporting Archaeological Exploration with Optical Remote Sensing Technology" in Colloque International sur l’Archéologie, Algeria: Colloque International sur l’Archéologie, 2009, p. - . Proceedings of: Colloque International sur l’Archéologie, Tebessa, Algeria, April 25-29, 2009 - see details
  • A. Daamouche, F. Melgani, "Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 6, n. 4 (2009), p. 825-829 - see details
  • A. Paoli, F. Melgani, E. Pasolli, "Swarm Intelligence for Unsupervised Classification of Hyperspectral Images" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, New York (N.Y.): IEEE, 2009, p. 96-99 -(5). Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2009, Cape Town, South Africa, July 2009 - see details
  • N. Ghoggali, F. Melgani, "A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2008, New York, USA: IEEE, 2008, p. 538-541. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2008, Boston, USA, July 2008 - see details
  • F. Melgani, Y. Bazi, "A Pattern Recognition Method for Arrhythmia Detection in ECG Signals" in ICEEDT, Tunisia: ICEEDT, 2008, p. - . Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 8-10, November, 2008 - see details
  • E. Pasolli, F. Melgani, M. Donelli, R. Attoui, M. De Vos Raaijmakers, "Automatic Detection and Classification of Buried Objects in GPR Images using Genetic Algorithms and Support Vector Machines" in Proc. 2008 IEEE International Symposium on Geoscience and Remote Sensing, Boston, USA: IEEE, 2008, p. NA-NA. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2008, Boston, USA, July 2008. - DOI: no. 978-1-4244-2808-3/08/$25.00 ©2008 IEEE - see details
  • F. Melgani, Y. Bazi, "Classification of Electrocardiogram Signals with Support Vector Machines and Particle Swarm Optimization" in IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, v. 12, n. 5 (2008), p. 667-677 - see details
  • Y. Bazi, F. Melgani, "Classification of Hyperspectral Remote Sensing Images using Gaussian Processes" in IEEE-International Geoscience and Remote Sensing Symposium (IGARSS 2008), Piscataway, N.J.: IEEE, 2008, p. 1013-1016. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium (IGARSS 2008), Boston, USA, 6th-11th July 2008. - URL: http://www.igarss08.org/ - see details
  • S. Benabdelkader, F. Melgani, "Contextual Spatio-Spectral Post-Reconstruction of Cloud-Contaminated Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 5, n. 2 (2008), p. 204-208 - see details
  • F. Melgani, Y. Bazi, "Detecting Premature Ventricular Contractions in ECG Signals with Gaussian Processes" in 35th annual Computers in Cardiology Conference, New York (N.Y.): IEEE, 2008, p. 237-240. Proceedings of: 35th annual Computers in Cardiology Conference, Bologna, September 2008 - see details
  • L. Pasolli, F. Melgani, E. Blanzieri, "Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes" in IEEE International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008, New York: IEEE, 2008, p. 851-854. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2008, Boston, USA, July, 2008. - DOI: 10.1109/IGARSS.2008.4779128 - see details
  • N. Ghoggali, F. Melgani, "Genetic SVM approach to semi-supervised multitemporal classification" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 5, n. 2 (2008), p. 212-216 - see details
  • C. Sun, F. Melgani, F. De Natale, C. Zhou, L. Zhang, X. Liu, "Incremental Learning Based Color Iris Recognition" in 7th Mexican International Conference on Artificial Intelligence MICAI’08, Mexico City: conference series organizers, 2008, p. 319-324. - ISBN: 978-0-7695-3441-1 . Proceedings of: 7th Mexican International Conference on Artificial Intelligence MICAI’08, Mexico City, Mexico, 27-31, October 2008. - DOI: 10.1109/MICAI.2008.22 - see details
  • E. Blanzieri, F. Melgani, "Nearest Neighbor Classification of Remote Sensing Images with Maximal Margin Principle" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 46, n. 6 (2008), p. 1804-1811. - URL: http://dx.doi.org/10.1109/TGRS.2008.916090 . - DOI: 10.1109/TGRS.2008.916090 - see details
  • C. Sun, F. Melgani, C. Zhou, F. De Natale, L. Zhang, X. Liu, "Semi-Supervised Learning Based Color Iris Recognition" in 4th International Conference on Natural Computation ICNC’08, New York, N.Y.: IEEE, 2008, p. 242-249. - ISBN: 978-0-7695-3304-9. Proceedings of: 4th International Conference on Natural Computation ICNC’08, Jinan, China, 18th-20th October 2008 - see details
  • L. Douha, N. Benoudjit, F. Melgani, "Support Vector Regression in Spectrophotometry: An Experimental Study" in International Conference on Electrical Engineering Design & Technologies, Tunisia: ICEEDT, 2008, p. - . Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 8th-10th, November, 2008 - see details
  • Y. Bazi, F. Melgani, "A Multiobjective PSO Inflation Methodology for SVM Regression with Limited Training Samples" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2007, New York: IEEE, 2007, p. 4360-4363. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2007, Barcelona, Spain, 23-27 July, 2007 - see details
  • Y. Bazi, F. Melgani, "A Novel System Based on Particle Swarm Optimization and Support Vector Machine for the Estimation of Biophysical Parameters from Remote Sensing Images" in ICCCP'07, Oman: ICCCP, 2007, p. - . Proceedings of: IEEE-International Conference on Communication, Computer and Power (ICCCP’07), Muscat, Sultanate of Oman, 19th-21st, February, 2007 - see details
  • S. Benabdelkader, F. Melgani, M. Boulemden, "Cloud-Contaminated Image Reconstruction with Contextual Spatio-Spectral Information" in IEEE International Geoscience and Remote Sensing Symposium 2007, New York: IEEE, 2007, p. 373-376. Proceedings of: IGARSS 2007, Barcelona, 23rd-28th July 2007. - DOI: 10.1109/IGARSS.2007.4422808 - see details
  • N. Benoudjit, H. Bouzgou, F. Melgani, "Combination of Multiple Estimators for Hyperdimensional Data Analysis" in International Conference on Electrical Engineering Design & Technologies, Tunisia: ICEEDT, 2007, p. - . Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 4-6, November, 2007 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "Image thresholding based on the EM algorithm and the generalized Gaussian distribution" in PATTERN RECOGNITION, v. 40, n. 2 (2007), p. 619-634 - see details
  • F. Melgani, R. Benzid, F. De Natale, "Near-Lossless Spread Spectrum Watermarking for Multispectral Remote Sensing Images" in JOURNAL OF APPLIED REMOTE SENSING, v. 1, (2007), p. 13501-13501 - see details
  • N. Ghoggali, F. Melgani, "Semi-Supervised Multitemporal Classification with Support Vector Machines and Genetic Algorithms" in IEEE International Geoscience and Remote Sensing Symposium: IGARSS 2007, Piscataway, NJ: IEEE, 2007, p. 2577-2580. Proceedings of: IGARSS 2007, Barcelona, 23rd-27th July 2007 - see details
  • Y. Bazi, F. Melgani, "Semi-supervised PSO-SVM regression for biophysical parameter estimation" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 45, n. 6 (2007), p. 1887-1895 - see details
  • M. Donelli, M. Benedetti, P. Rocca, F. Melgani, A. Massa, "Three dimensional electromagnetic sub-surface sensing by means of a multi-step SVM-based classification technique" in 2007 IEEE Antennas and Propagation International Symposium, Piscataway, N.J.: IEEE, 2007, p. 1801-1804. Proceedings of: 2007 IEEE AP-S International Symposium, Honolulu, Hawaii USA, 9th-15th June 2007. - DOI: 10.1109/APS.2007.4395866 - see details
  • N. Ghoggali, Y. Bazi, F. Melgani, "A Multiobjective Genetic Data Inflation Methodology for Support Vector Machine Classification" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2006, New York, USA: IEEE, 2006, p. 3927-3930. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2006, Denver, 31th July - 04th August, 2006 - see details
  • E. Blanzieri, F. Melgani, "An Adaptive SVM Nearest Neighbor Classifier for Remotely Sensed Imagery" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2006, New York: IEEE, 2006, p. 3931-3934. Proceedings of: IEEE, Denver, July 2006 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "Automatic Identification of the Number and Values of Decision Thresholds in the Log-ratio Image for Change Detection in SAR Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 3, n. 3 (2006), p. 349-353 - see details
  • A. Palau, F. Melgani, S. B. Serpico, "Cell Algorithms with Data Inflation for Nonparametric Classification" in PATTERN RECOGNITION LETTERS, v. 27, n. 7 (2006), p. 781-790 - see details
  • F. Melgani, "Contextual reconstruction of cloud-contaminated multitemporal multispectral images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 44, n. 2 (2006), p. 442-455 - see details
  • G. Boato, F. De Natale, C. Fontanari, F. Melgani, "Hierarchical ownership and deterministic watermarking of digital images via polynomial interpolation" in SIGNAL PROCESSING-IMAGE COMMUNICATION, v. 21, n. 7 (2006), p. 573-585 - see details
  • F. Melgani, Y. Bazi, "Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 3, n. 4 (2006), p. 457-461 - see details
  • F. Melgani, "Robust Image Binarization with Ensembles of Thresholding Algorithms" in JOURNAL OF ELECTRONIC IMAGING, v. 15, (2006), p. 23010-23021 - see details
  • G. Camps-valls, L. Bruzzone, J. Rojo-alvarez, F. Melgani, "Robust Support Vector Regression for Biophysical Variable Estimation from Remotely Sensed Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 3, n. 1 (2006), p. 339-343 - see details
  • F. Melgani, Y. Bazi, "Robust Unsupervised Change Detection with Markov Random Fields" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2006, New York, USA: IEEE, 2006, p. 208-211. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2006, Denver, USA, 31th July - 04th August, 2006 - see details
  • Y. Bazi, F. Melgani, "Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 44, n. 11 (2006), p. 3374-3385 - see details
  • F. Melgani, R. Benzid, "A near-lossless spread spectrum watermarking technique for remote sensing imagery" in Proceedings of the 2005 Geoscience and Remote Sensing Symposium, New York, N.Y.: IEEE, 2005, p. 3231-3234. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2005, Seoul, Korea, July 2005. - URL: http://ieeexplore.ieee.org/servlet/opac?punumber=10226 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "An Unsupervised Approach Based on the Generalized Gaussian Model to Automatic Change Detection in Multitemproal SAR Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, n.s., v. 43, n. 4 (2005), p. 874-887 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "Automatic Analysis of the Log-ratio Image for the Detection of Multiple Changes in Multitemporal SAR Images" in Image and Signal Processing for Remote Sensing XI, Bellingham, WA: SPIE, 2005, p. 264-273 -(Proceedings of SPIE; 5982). - ISBN: 9780819460028. Proceedings of: SPIE Conference on Image and Signal Processing for Remote Sensing XII, Brugge, 20th September 2005 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "Change detection in multitemporal SAR images based on the EM-GA algorithm and markov random fields" in In Proceedings of 'Multi-Temp 2005',, New York: IEEE, 2005, p. -----. Proceedings of: Multi-Temp 2005, Biloxi, Miss., 16-18 May 2005 - see details
  • G. Boato, C. Fontanari, F. Melgani, "Hierarchical deterministic image watermarking via polynomial interpolation" in IEEE-International Conference on Image Processing ICIP-2005, Piscataway, NJ: IEEE, 2005, p. 229-232. Proceedings of: ICIP 2005, Genova, 2005. - URL: http://ieeexplore.ieee.org/servlet/opac?punumber=10242 . - DOI: 10.1109/ICIP.2005.1529729 - see details
  • F. Melgani, "Reconstruction of Cloud-Contaminated Multitemporal Optical Images with a Contextual Prediction Method" in Geoscience and Remote Sensing Symposium, 2005. IGARSS '05. Proceedings. 2005 IEEE International, New York, N.Y.: IEEE, 2005, p. 4248-4251. - ISBN: 0780390504. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2005, Seoul, Korea, 25th -29 th July 2005. - URL: http://ieeexplore.ieee.org/search/searchresult.jsp?query1=melgani&scope1=metadata&op1=and&query2=&scope2=metadata&op2=and&query3=&scope3=metadata&queryText=+%28+melgani%3Cin%3Emetadata+%29+&history=yes&reqloc=basic&submit=Run+Search&querybl - see details
  • L. Bruzzone, F. Melgani, "Robust multiple estimator systems for the analysis of eiophysical Parameters from Remotely Sensed Data" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 43, n. 1 (2005), p. 159-174 - see details
  • L. Bruzzone, L. Carlin, F. Melgani, "A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines" in IGARSS 2004: 2004 IEEE International Geoscience and Remote Sensing Symposium proceedings: science for society: exploring and managing a changing planet, Piscataway (NJ): IEEE, 2004, p. 540-543. Proceedings of: IGARSS 2004, Anchorage, USA, 20th-24th September 2004. - DOI: 10.1109/IGARSS.2004.1369083 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "A novel technique for unsupervised change detection in multitemporal SAR Images" in 35th COSPAR Scientific Assembly, Göttingen, Germany: Copernicus, 2004, p. 4534-4534. Proceedings of: COSPAR, Paris, France, 18th-25th July 2004. - URL: http://adsabs.harvard.edu/abs/2004cosp.meet.4534B - see details
  • L. Bruzzone, F. Melgani, "An advanced classification system based on the back-propagation of consensus" in 2003 IEEE International Geoscience and Remote Sensing Symposium: IGARSS 2003, Piscataway, NJ: IEEE, 2004, p. 1785-1787. Proceedings of: IEEE international geoscience and remote sensing symposium (IGARS'03), Toulouse, 21th-25th July 2003. - DOI: 10.1109/IGARSS.2003.1294250 - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "An Approach to Unsupervised Change Detection in Multitemporal SAR Images Based on the Generalized Gaussian Distribution" in 2004 IEEE International Geoscience and Remote Sensing Symposium Proceedings, Piscataway, NJ: IEEE, 2004, p. 1402-1405. Proceedings of: IGARSS-2004, Anchorage, USA, 20th-24th September 2004. - URL: http://www.igarss04.org/ - see details
  • Y. Bazi, L. Bruzzone, F. Melgani, "Change Detection in Multitemporal SAR Images Based on Generalized Gaussian Distribution and EM Algorithm" in Image and Signal Processing for Remote Sensing X, Bellingham, WA: SPIE, 2004, p. 364-375 -(Proceedings of SPIE; 5573). - ISBN: 9780819455208. Proceedings of: Conference on Image and Signal Processing for Remote Sensing X, Gran Canaria, Spain, 10th November 2004. - URL: http://www.spie.org/ - see details
  • F. Melgani, L. Bruzzone, "Classification of hyperspectral remote-sensing images with support vector machines" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 42, n. 8 (2004), p. 1778-1790 - see details
  • F. Melgani, "Classification of multitemporal remote-sensing images by a fuzzy fusion of spectral and spatio-temporal contextual information" in INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, v. 18, n. 2 (2004), p. 143-156 - see details
  • F. Melgani, L. Bruzzone, "Estimation of Biophysical Parameters from Optical Remote-Sensing Images with High-Order Residues" in 2004 IEEE International Geoscience and Remote Sensing Symposium Proceedings, Piscataway, NJ: IEEE, 2004, p. 1479-1482. Proceedings of: IGARSS 2004, Anchorage, AK, 20th-24th September 2004 - see details
  • L. Bruzzone, F. Melgani, "Support Vector Machines for Classification of Hyperspectral Remote-Sensing Images in Multiclass Problems" in G. Corsini (edited by), Analysis and Classification of Remotely Sensed Hyperspectral Images, Pisa: Edizioni ETS, 2004, p. 60-70. - ISBN: 8846712536 - see details
  • L. Bruzzone, F. Melgani, "A data fusion approach to unsupervised change detection" in IEEE 2003 Int. Geoscience and Remote Sensing Symposium, Stati Uniti d'America: IEEE, 2003, p. 1374-1376. Proceedings of: IEEE international geoscience and remote sensing symposium (IGARSS'03), Toulouse, 21-25 July 2003 - see details
  • F. Melgani, S. B. Serpico, "A Markov random field approach to spatio-temporal contextual image classification" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 41, n. 11 (2003), p. 2478-2487 - see details
  • L. Bruzzone, L. Carlin, F. Melgani, "A Residual-Based Approach to Classification of Remote Sensing Images" in IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, New York: IEEE, 2003, p. 417-423. Proceedings of: IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, Washington DC, 27th-28th October 2003 - see details
  • F. Melgani, L. Bruzzone, "A residual-based technique for the estimation of biophysical parameters from remote-sensing images" in IEEE 2003 Int. Geoscience and Remote Sensing Symposium, Stati Uniti d'America: IEEE, 2003, p. 476-478. Proceedings of: IEEE international geoscience and remote sensing symposium (IGARSS'03), Toulouse, 21st-25th July 2003 - see details
  • G. Moser, F. Melgani, S. B. Serpico, "Advances in unsupervised change detection" in C.H. Chen (edited by), Frontiers of Remote Sensing Information Processing, Singapore ; London ; Hackensack, N.J.: World scientific, 2003, p. 403-426. - ISBN: 981-238-344-1 - see details
  • L. Bruzzone, F. Melgani, "Classification of hyperspectral images with support vector machines: multiclass strategies" in SPIE Conference on Image and Signal Processing for Remote Sensing IX, BELLINGHAM, WA: SPIE, 2003, p. 408-419. Proceedings of: 9th SPIE conference on image and signal processing for remote sensing, Barcelona, Spain, September 2003 - see details
  • F. Melgani, L. Bruzzone, "Estimation of biophysical parameters from remote-sensing data: a fusion-based approach" in Tyrrhenian international workshop on remote sensing, Pisa, Italia: Edizioni plus, Università di Pisa, 2003, p. 685-695. Proceedings of: Tyrrhenian international workshop on remote sensing, Isola d'Elba, September 2003 - see details
  • F. Melgani, S. B. Serpico, G. Vernazza, "Fusion of Multitemporal Contextual Information by Neural Networks for Multisensor Remote Sensing Image Classification" in INTEGRATED COMPUTER-AIDED ENGINEERING, v. 10, n. 1 (2003), p. 81-90 - see details
  • F. Melgani, S. B. Serpico, "A statistical approach to the fusion of the spectral and spatio-temporal contextual information for the classification of remote sensing images" in PATTERN RECOGNITION LETTERS, v. 23, n. 9 (2002), p. 1053-1061 - see details
  • S. B. Serpico, M. Dinca, F. Melgani, G. Moser, "Comparison of feature reduction techniques for classification of hyperspectral remote sensing data", 2002, p. 347-358 -(Proceedings of SPIE; 4885). Proceedings of: SPIE Conference on Image and Signal Processing for Remote Sensing VIII, Crete, Greece, September 2002 - see details
  • F. Melgani, S. B. Serpico, "Contextual Classification of Remote Sensing Images with Markov Random Fields" in Geospatial Pattern Recognition, Trivandarum: Transworld research network press, 2002, p. 106-116. - ISBN: 81-7736-132-5 - see details
  • L. Bruzzone, F. Melgani, "Multiple Estimator Systems for the Analysis of Water Quality Parameters" in SPIE Conference on Image and Signal Processing for Remote Sensing VIII, Berlino: SPIE, 2002, p. 139-151. Proceedings of: SPIE Conference on Image and Signal Processing for Remote Sensing VIII, Crete, Greece, September 2002 - see details
  • M. Datcu, F. Melgani, A. Piardi, S. B. Serpico, "Multisource data classification with dependence trees" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 40, n. 3 (2002), p. 609-617 - see details
  • G. Moser, F. Melgani, S. B. Serpico, A. Caruso, "Partially supervised detection of changes from remote sensing images", 2002, p. 299-301. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2002, Toronto, June 2002 - see details
  • F. Melgani, L. Bruzzone, "Support vector machines for classification of hyperspectral remote-sensing images" in IEEE 2002 Int. Geoscience and Remote Sensing Symposium, Stati Uniti d'America: IEEE, 2002, p. 506-508. Proceedings of: IEEE-IGARSS 2002, Toronto, June 2002 - see details
  • F. Melgani, G. Moser, S. B. Serpico, "Unsupervised change detection methods for remote sensing images" in OPTICAL ENGINEERING, v. 41, n. 12 (2002), p. 3288-3297 - see details
  • F. Melgani, S. B. Serpico, "A Mutual Approach based on Markov Random Fields for Multitemporal Contextual Classification of Remote Sensing Images", 2001, p. 2949-2951. Proceedings of: IEEE-IGARSS 2001, Sydney, Australia, July 2001 - see details
  • F. Melgani, R.B. A. Al Hashemy, R.S. M. Taha, "An evaluation of the explicit fuzzy method using parametric and non-parametric approaches for supervised classification of multispectral remote sensing data" in ENGINEERING JOURNAL OF UNIVERSITY OF QATAR, v. 14, (2001), p. 77-104 - see details
  • F. Melgani, S. B. Serpico, Esercizi Svolti di Teoria dei Segnali, Trento: Univerta, 2001. - ISBN: 88-86708-10-6 - see details
  • F. Melgani, S. B. Serpico, G. Vernazza, "Fusion of Multitemporal Contextual Information by Neural Networks for Multisensor Image Classification" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2001, 2001, p. 2952-2954, Sydney, July 2001 - see details
  • F. Melgani, S. B. Serpico, "Proposal of Different Approaches to Spatio-Temporal Contextual Classification of Remote-Sensing Images" in 1st Int. Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp 2001), 2001, p. 91-99, Trento, September 2001 - see details
  • F. Melgani, G. Moser, S. B. Serpico, "Unsupervised Change Detection Methods for Remote Sensing Images" in SPIE Conference on Image and Signal Processing for Remote Sensing VII, 2001, p. 211-222, Toulouse, France, September 2001 - see details
  • S. B. Serpico, F. Melgani, "A fuzzy spatio-temporal contextual classifier for remote sensing images" in IEEE-IGARSS 2000, New York: IEEE, 2000, p. 2438-2440. Proceedings of: IEEE-IGARSS 2000, Hawaii, USA, July 2000 - see details
  • F. Melgani, S. B. Serpico, "A statistical approach to the fusion of the spectral and spatio-temporal contextual information for the classification of remote sensing images", 2000, p. 56-61. Proceedings of: 1st Pattern Recognition for Remote Sensing Workshop (PRRS 2000), Andorra, September 2000 - see details
  • F. Melgani, R.B. A. Al Hashemy, R.S. M. Taha, "An explicit fuzzy supervised classification method for multispectral remote sensing images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 38, n. 1 (2000), p. 287-295 - see details
  • F. Melgani, S. B. Serpico, F. Caltagirone, R. Vigliotti, "Fusion of multisensor remote sensing data for management of natural disasters", 2000, p. 1081-1086. Proceedings of: 4th National Conference of ASITA, Genoa, Italy, October 2000 - see details
  • F. Melgani, S. B. Serpico, F. Caltagirone, R. Vigliotti, "Fusion of the multi-sensor data of the COSMO-SkyMed mission", 2000, p. 52.01.00-52.09.00. Proceedings of: Research and Technology Organization Meeting of the Symposium on Space-Based Observation Technology (NATO RTO MP-61), Samos Island, Greece, October 2000 - see details
  • A. Piardi, F. Melgani, S. B. Serpico, M. Datcu, "Multisensor data classification with dependence trees", 2000, p. 151-159. Proceedings of: SPIE Conference on Image and Signal Processing for Remote Sensing VI, Barcelona, Spain, September 2000 - see details