Research Outputs Farid Melgani


  • Danilo, C.; Melgani, F., "Adaptive Wave Tracing for Coastal Bathymetry Estimation" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, New York, USA: IEEE, 2016, p. 2480-2483. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, Beijing, China, 10-15, July, 2016. - DOI: 10.1109/IGARSS.2016.7729640
  • Bejiga, M. B.; Zeggada, A.; Melgani, F., "Convolutional Neural Networks for Near-Real Time Object Detection from UAV Imagery in Avalanche Search and Rescue Operations" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, New York, USA: IEEE, 2016, p. 693-696. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, Beijing, China, 10-15, July, 2016. - DOI: 10.1109/IGARSS.2016.7729174
  • Al Rahhal, M. M.; Bazi, Y.; Alhichri, H.; Alajlan, N.; Melgani, F.; Yager, R., "Deep Learning Approach for Active Classification of Electrocardiogram Signals" in INFORMATION SCIENCES, v. 2016, n. vol. 345 (2016), p. 340-354. - DOI: 10.1016/j.ins.2016.01.082
  • Zeggada, A.; Melgani, F., "Multilabel Classification of UAV Images with Convolutional Neural Networks" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, New York, USA: IEEE, 2016, p. 5083-5086. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2016, Beijing, China, 10-15, July, 2016. - DOI: 10.1109/IGARSS.2016.7730325
  • Melgani, F.; Mercier, G.; Lorenzi, L.; Pasolli, E., "Recent Methods for Reconstructing Missing Data in Multispectral Satellite Imagery" in Proc. of the Forum of Mathematics for Industry 2014, Tokyo: Springer Japan, 2016, p. 221-234. - ISBN: 978-4-431-55342-7. Proceedings of: Forum of Mathematics for Industry 2014, Fukuoka, Japan, 27-31, October, 2014. - DOI: 10.10007/978-4-431-55342-7
  • Mekhalfi, M. L.; Melgani, F.; Zeggada, A.; De Natale, F. G. B.; Salem, M. A.-M.; Khamis, A., "Recovering the Sight to Blind People in Indoor Environments with Smart Technologies" in EXPERT SYSTEMS WITH APPLICATIONS, v. 2016, n. 46 (2016), p. 129-138. - DOI: 10.1016/j.eswa.2015.09.054
  • Othman, E.; Bazi, Y.; Alajlan, N.; Alhichri, H.; Melgani, F., "Three-Layer Convex Network for Domain Adaptation in Multitemporal VHR Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 2016, n. vol. 13, no. 3 (2016), p. 354-358. - DOI: 10.1109/LGRS.2015.2512999
  • Othman, E.; Bazi, Y.; Alajlan, N.; Alhichri, H.; Melgani, F., "Using Convolutional Features and a Sparse Autoencoder for Land-Use Scene Classification" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 2016, n. vol. 37, no. 10 (2016), p. 1977-1995. - DOI: 10.1080/01431161.2016.1171928
  • Danilo, C.; Melgani, F., "Wave Period and Bathymetry Estimations from Satellite Images" in ESA Living Planet Symposium 2016: European Space Agency, 2016. - ISBN: 978-929221305-3. Proceedings of: ESA Living Planet Symposium 2016, Prague, Czech Republic, 9-13, May, 2016
  • Danilo, C.; Melgani, F., "Wave Period and Coastal Bathymetry using Wave Propagation on Optical Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 2016, n. vol. 54, no. 11 (2016), p. 6307-6319. - DOI: 10.1109/TGRS.2016.2579266
  • Mekhalfi, M. L.; Melgani, F.; Bazi, Y.; Alajlan, N., "A Compressive Sensing Approach to Describe Indoor Scenes for Blind People" in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, v. 25, n. 7 (2015), p. 1246-1257. - DOI: 10.1109/TCSVT.2014.2372371
  • Moranduzzo, T.; Melgani, F.; Bazi, Y.; Alajlan, N., "A Fast Object Detector Based on High-Order Gradients and Gaussian Process Regression for UAV Images" in INTERNATIONAL JOURNAL OF REMOTE SENSING, v. 36, n. 10 (2015), p. 2713-2733. - DOI: 10.1080/01431161.2015.1043760
  • Moranduzzo, T.; Zeggada, A.; Melgani, F., "A Fast Screening Method for Detecting Cars in UAV Images Over Urban Areas" in Joint Urban Remote Sensing Event (JURSE2015), New York: IEEE, 2015, p. 1-4. Proceedings of: Joint Urban Remote Sensing Event (JURSE2015), Lausanne, Switzerland, 30 March - 1 April 2015. - DOI: 10.1109/JURSE.2015.7120472
  • Mekhalfi, M. L.; Melgani, F.; Salem, M. A.-M.; Khamis, A.; Malek, S.; Zeggada, A., "A SIFT-GPR Multi-Class Indoor Object Recognition Method for Visually Impaired People" in International Conference on Industry Academia Collaboration (IAC2015), Cairo, Egypt: IAC, 2015, p. 1-4. Proceedings of: International Conference on Industry Academia Collaboration (IAC2015), Cairo, Egypt, 7-9, April, 2015
  • Al Rahhal, M. M.; Bazi, Y.; Alajlan, N.; Malek, S.; Alhichri, H.; Melgani, F.; Bakry, S. H.; Alzuar, M. A., "Classification of AAMI Heartbeat Classes with an Interactive ELM Ensemble Learning Approach" in BIOMEDICAL SIGNAL PROCESSING AND CONTROL, v. 19, (2015), p. 56-67. - DOI: 10.1016/j.bspc.2015.03.010
  • Lorenzi, L.; Mattivi, F.; Malacarne, J.; Melgani, F., "E-Health System Adopting a Priority Index" in 7th International Conference on e-Health, Spain: MCCSIS, 2015. Proceedings of: 7th International Conference on e-Health, Las Palmas, Spain, 21 – 23 July 2015
  • Bencherif, M. A.; Bazi, Y.; Guessoum, A.; Alajlan, N.; Melgani, F.; Alhichri, H.;, "Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 12, n. 3 (2015), p. 527-531. - DOI: 10.1109/LGRS.2014.2349538
  • Pasolli, E.; Melgani, F., "Genetic Algorithm-Based Method for Mitigating Label Noise Issue in ECG Signal Classification" in BIOMEDICAL SIGNAL PROCESSING AND CONTROL, v. 19, (2015), p. 130-136. - DOI: 10.1016/j.bspc.2014.10.013
  • Roy, M.; Melgani, F.; Ghosh, A.; Blanzieri, E.; Ghosh, S., "Land-Cover Classification of Remotely Sensed Images using Compressive Sensing Having Severe Scarcity of Labeled Patterns" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 12, n. 6 (2015), p. 1257-1261. - DOI: 10.1109/LGRS.2015.2391297
  • Mekhalfi, M. L.; Melgani, F.; Bazi, Y.; Alajlan, N., "Land-Use Classification with Compressive Sensing Multifeature Fusion" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 12, n. 10 (2015), p. 2155-2159. - DOI: 10.1109/LGRS.2015.2453130
  • Moranduzzo, T.; Mekhalfi, M. L.; Melgani, F., "LBP-Based Multiclass Classification Method for UAV Imagery" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2015, New York, USA: IEEE, 2015, p. 2362-2365. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2015, Milan, Italy, 26-31, July, 2016. - DOI: 10.1109/IGARSS.2015.7326283
  • Moranduzzo, T.; Melgani, F.; Mekhalfi, M. L.; Bazi, Y.; Alajlan, N., "Multiclass Coarse Analysis for UAV Imagery" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 53, n. 12 (2015), p. 6394-6406. - DOI: 10.1109/TGRS.2015.2438400
  • Mekhalfi, M. L.; Melgani, F., "Sparse Modeling of the Land Use Classification Problem" in Proc. of the IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2015, New York, USA: IEEE, 2015, p. 3727-3730. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2015, Milan, Italy, 26-21, July, 2015. - DOI: 10.1109/IGARSS.2015.7326633
  • Hassouna, H.; Melgani, F.; Mokhtari, Z., "Spatial Contextual Gaussian Process Learning for Remote-Sensing Image Classification" in REMOTE SENSING LETTERS, v. 6, n. 7 (2015), p. 519-528. - DOI: 10.1080/2150704X.2015.1051628
  • Mekhalfi, M. L.; Melgani, F.; Bazi, Y.; Alajlan, N., "Toward an Assisted Indoor Scene Perception for Blind People with Image Multilabeling Strategies" in EXPERT SYSTEMS WITH APPLICATIONS, v. 42, n. 6 (2015), p. 2907-2918. - DOI: 10.1016/j.eswa.2014.11.017
  • M. L. Mekhalfi; F. Melgani; M. A.-M. Salem; A. Khamis;, "A Fast and Comprehensive Indoor Scene Understanding Approach for Blind People" in 6th International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN 2014), USA, New York: IEEE, 2014, p. 1-5. Proceedings of: CICSyN 2014, Tetovo, Macedonia Republic, 27-29, May 2014
  • L. Lorenzi; J. Malacarne; F. Mattivi; F. Melgani;, "An Advanced Infrastructure Design for Reducing the Gap Between Patients and Doctors" in 2nd International workshop on Personal Health Records and Patient-Oriented Infrastructures, 2014. Proceedings of: PHR 2014, Trento, Italy, 19-20, June 2014
  • T. Moranduzzo; F. Melgani;, "An Automatic Car Counting Method for Unmanned Aerial Vehicle Images" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 52, n. 3 (2014), p. 1635-1647. - DOI: 10.1109/TGRS.2013.2253108
  • M. L. Mekhalfi; F. Melgani; P. Calanca; F. G. B. De Natale; M. A.-M. Salem; A. Khamis;, "An Indoor Guidance System for Blind People" in International Conference on Industry Academia Collaboration (IAC2014), Cairo, Egypt: IAC, 2014, p. 1-6. Proceedings of: IAC2014, Cairo, Egypt, 3-5, March 2014
  • T. Moranduzzo; F. Melgani;, "Car Speed Estimation Method for UAV Images" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2014, USA, New York: IEEE, 2014, p. 4942-4945. - ISBN: 9781479957750. Proceedings of: IGARSS 2014, Québec, Canada, 13-18, July 2014. - DOI: 10.1109/IGARSS.2014.6947604
  • T. Moranduzzo; F. Melgani;, "Detecting Cars in UAV Images with a Catalogue-Based Approach" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 52, n. 10 (2014), p. 6356-6367. - DOI: 10.1109/TGRS.2013.2296351
  • 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. 8, n. 5 (2014), p. 931-942. - DOI: 10.1007/s11760-012-0339-8
  • Y. Bazi; N. Alajlan; F. Melgani; H. AlHichri; S. Malek; R. Yager;, "Differential Evolution Extreme Learning Machine for the Classification of Hyperspectral Images" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 11, n. 6 (2014), p. 1066-1070. - DOI: 10.1109/LGRS.2013.2286078
  • S. Malek; Y. Bazi; N. Alajlan; H. AlHichri; F. Melgani, "Efficient Framework for Palm Tree Detection in UAV Images" in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 7, n. 12 (2014), p. 4692-4703. - DOI: 10.1109/JSTARS.2014.2331425
  • M. M. Shalaby; M. A.-M. Salem; A. Khamis; F. Melgani;, "Geometric Model for Vision-based Door Detection" in 9th IEEE International Conference on Computer Engineering and Systems (ICCES13), USA, New York: IEEE, 2014, p. 1-6. Proceedings of: ICCES13, Cairo, Egypt, 22-23, December 2014
  • L. Lorenzi; F. Mattivi; J. Malacarne; F. Melgani;, "Integrating Telemedicine Systems with Active Learning Solutions" in European Congress on e-Cardiology & e-Health, 2014. Proceedings of: e-Cardiology & e-Health, Bern, Switzerland, 29-31, October 2014
  • N. Alajlan; E. Pasolli; F. Melgani; A. Franzoso;, "Large-Scale Image Classification using Active Learning" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 11, n. 1 (2014), p. 259-263. - DOI: 10.1109/LGRS.2013.2255258
  • T. Moranduzzo; F. Melgani;, "Monitoring Structural Damages in Big Industrial Plants with UAV Images" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2014, USA, New York: IEEE, 2014, p. 4950-4953. - ISBN: 9781479957750. Proceedings of: IGARSS 2014, Québec, Canada, 13-18; July 2014. - DOI: 10.1109/IGARSS.2014.6947606
  • Y. Bazi; N. Alajlan; F. Melgani; H. AlHichri; R. Yager;, "Robust Estimation of Water Chlorophyll Concentrations with Gaussian Process Regression and IOWA Aggregation Operators" in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 7, n. 7 (2014), p. 3019-3028. - DOI: 10.1109/JSTARS.2014.2327003
  • E. Pasolli; F. Melgani; D. Tuia; F. Pacifici; W. J. Emery;, "SVM Active Learning Approach for Image Classification using Spatial Information" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 52, n. 4 (2014), p. 2217-2233. - DOI: 10.1109/TGRS.2013.2258676
  • H. AlHichri; Y. Bazi; N. Alajlan; F. Melgani; S. Malek; R. Yager;, "A Novel Fusion Approach Based on Induced Ordered Weighted Averaging Operators for Chemometric Data Analysis" in JOURNAL OF CHEMOMETRICS, v. 27, (2013), p. 447-456
  • L. Lorenzi; G. Mercier; F. Melgani;, "Adaptive Basis Pursuit Compressive Sensing Reconstruction with Histogram Matching" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, New York: IEEE, 2013, p. 872-875. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, Melbourne, 21-26, July 2013. - DOI: 10.1109/IGARSS.2013.6721298
  • T. Moranduzzo; F. Melgani;, "An Object Detection Technique for Very High Resolution Remote Sensing Images" in 8th International Workshop on Systems, Signal Processing and their Applications WoSSPA-2013, New York: IEEE, 2013, p. 79-83. Proceedings of: 8th International Workshop on Systems, Signal Processing and their Applications WoSSPA-2013, Algiers, Algeria, 12-15, May 2013
  • 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, n. 5 (2013), p. 2863-2873
  • T. Moranduzzo; F. Melgani;, "Comparison of Different Feature Detectors and Descriptors for Car Classification in UAV Images" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, New York: IEEE, 2013, p. 204-207. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, Melbourne, 21-26, July 2013. - DOI: 10.1109/IGARSS.2013.6721127
  • L. Lorenzi; F. Melgani; G. Mercier;, "Contextual Genetic Algorithm for Compressive Sensing Reconstruction of VHR Images" in IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, New York: IEEE, 2013, p. 4150-4153. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2013, Melbourne, 21-26, July 2013
  • F. Douak; N. Benoudjit; F. Melgani;, "Design of a Multiblock General Regression Neural Network for Wind Speed Prediction in Algeria" in 8th International Workshop on Systems, Signal Processing and their Applications WoSSPA-2013, New York: IEEE, 2013, p. 390-395. Proceedings of: 8th International Workshop on Systems, Signal Processing and their Applications WoSSPA-2013, Algiers, Algeria, 12-15, May 2013. - DOI: 10.1109/WoSSPA.2013.6602397
  • F. Douak; F. Melgani; N. Benoudjit, "Kernel Ridge Regression with Active Learning for Wind Speed Prediction" in APPLIED ENERGY, v. 103, (2013), p. 328-340. - DOI: 10.1016/j.apenergy.2012.09.055
  • L. Lorenzi; F. Melgani; G. Mercier;, "Missing Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective" in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, v. 51, n. 7 (2013), p. 3998-4008
  • F. Melgani; E. Pasolli, "Multiobjective PSO for Hyperspectral Image Clustering" in A. Chatterjee, P. Siarry (edited by), Computational Intelligence in Image Processing, Berlin: Springer, 2013, p. 265-280
  • 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, n. 6 (2013), p. 3580-3597
  • 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, n. 2 (2013), p. 367-371
  • A. Daamouche; F. Melgani; N. Alajlan; N. Conci, "Swarm Optimization of Structuring Elements for VHR Image Classification" in IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, v. 10, n. 6 (2013), p. 1334-1338. - DOI: 10.1109/LGRS.2013.2240649
  • N. Alajlan; Y. Bazi; H. AlHichri; F. Melgani; R. Yager;, "Using OWA Fusion Operators for the Classification of Hyperspectral Images" in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 6, n. 2 (2013), p. 602-614
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2012, Munich, Germany, 22-27, July, 2012. - DOI: 10.1109/IGARSS.2012.6350666
  • 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
  • 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
  • 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. 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
  • 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
  • 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. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049994
  • 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. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049202
  • 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. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6050089
  • 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
  • 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. Proceedings of: International Geoscience and Remote Sensing Symposium IGARSS-2011, Vancouver, 24-29 July 2011. - DOI: 10.1109/IGARSS.2011.6049182
  • 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
  • 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
  • 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
  • Melgani, F.; Mahlknecht, G.; Pasolli, E.; Gottardini, E.; Cristofori, A.; Cristofolini, F.; La Porta, N., "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
  • 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. - URL: http://ieeexplore.ieee.org/document/5235115/ . - DOI: 10.1109/LGRS.2009.2028697
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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. Proceedings of: Colloque International sur l’Archéologie, Tebessa, Algeria, April 25-29, 2009
  • 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
  • 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
  • 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
  • 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. - URL: http://ieeexplore.ieee.org/document/4806098/ . - DOI: 10.1109/TGRS.2009.2012701
  • 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
  • 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
  • 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
  • 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: 9783540922186. Proceedings of: INSTICC Press, Funchal (Madeira, Portugal), 28th-31st January 2008. - URL: http://www.biosignals.org/Biosignals2008/
  • 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
  • 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
  • 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. Proceedings of: Colloque International sur l’Archéologie, Tebessa, Algeria, April 25-29, 2009
  • 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
  • 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
  • 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
  • F. Melgani ; Y. Bazi, "A Pattern Recognition Method for Arrhythmia Detection in ECG Signals" in ICEEDT, Tunisia: ICEEDT, 2008. Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 8-10, November, 2008
  • Pasolli, Edoardo; Melgani, Farid; Donelli, Massimo; Attoui, Redha; Raaijmakers, Mariette, "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. - ISBN: 9781424428083. Proceedings of: IEEE-International Geoscience and Remote Sensing Symposium IGARSS-2008, Boston, USA, July 2008. - URL: http://ieeexplore.ieee.org/document/4779044/ . - DOI: 10.1109/IGARSS.2008.4779044
  • 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
  • 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/
  • 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
  • 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
  • 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
  • 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
  • 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: 9780769534411. Proceedings of: 7th Mexican International Conference on Artificial Intelligence MICAI’08, Mexico City, Mexico, 27-31, October 2008. - DOI: 10.1109/MICAI.2008.22
  • 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
  • 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: 9780769533049. Proceedings of: 4th International Conference on Natural Computation ICNC’08, Jinan, China, 18th-20th October 2008
  • 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. Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 8th-10th, November, 2008
  • 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
  • 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. Proceedings of: IEEE-International Conference on Communication, Computer and Power (ICCCP’07), Muscat, Sultanate of Oman, 19th-21st, February, 2007
  • 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
  • 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. Proceedings of: International Conference on Electrical Engineering Design & Technologies, Hammamet, Tunisia, 4-6, November, 2007
  • 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
  • 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
  • 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
  • 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
  • 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. - URL: http://ieeexplore.ieee.org/document/4395866/ . - DOI: 10.1109/APS.2007.4395866
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • F. Melgani, "Robust Image Binarization with Ensembles of Thresholding Algorithms" in JOURNAL OF ELECTRONIC IMAGING, v. 15, (2006), p. 23010-23021
  • 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
  • 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
  • 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
  • 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
  • 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, v. 43, n. 4 (2005), p. 874-887
  • 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). - ISBN: 9780819460028. Proceedings of: SPIE Conference on Image and Signal Processing for Remote Sensing XII, Brugge, 20th September 2005
  • 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
  • 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
  • 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: 9780780390508. 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
  • 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
  • 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. - ISBN: 0-7803-8742-2. Proceedings of: IGARSS 2004, Anchorage, USA, 20th-24th September 2004. - DOI: 10.1109/IGARSS.2004.1369083
  • 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; http://www.copernicus.org/COSPAR/COSPAR.html
  • 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
  • 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/
  • 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). - 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/
  • 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
  • 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
  • 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
  • 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: 9788846712530
  • 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
  • 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
  • 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
  • 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
  • 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: 9789812383440
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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: 9788177361322
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • F. Melgani ; B. A. R. Al Hashemy ; S. M. R. 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
  • F. Melgani ; S. B. Serpico, Esercizi Svolti di Teoria dei Segnali, Trento: Univerta, 2001. - ISBN: 9788886708104
  • 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
  • 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
  • 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
  • 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
  • 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
  • F. Melgani ; B. A. R. Al Hashemy ; S. M. R. 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
  • 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
  • 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
  • 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