An explicit fuzzy supervised classification method for multispectral remote sensing images. - Farid Melgani; Bakir A. R. Al Hashemy; Saleem M. R. Taha (IEEE Trans. Geosci. Remote. Sens., 2000)

Support vector machines for classification of hyperspectral remote-sensing images. - Farid Melgani; Lorenzo Bruzzone (IGARSS, 2002)

Partially supervised detection of changes from remote sensing images. - Gabriele Moser; Farid Melgani; Sebastiano Bruno Serpico; Alessandro Caruso (IGARSS, 2002)

A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images. - Farid Melgani; Sebastiano B. Serpico (Pattern Recognit. Lett., 2002)

Multisource data classification with dependence trees. - Mihai Datcu; Farid Melgani; Andrea Piardi; Sebastiano B. Serpico (IEEE Trans. Geosci. Remote. Sens., 2002)

A data fusion approach to unsupervised change detection. - Lorenzo Bruzzone; Farid Melgani (IGARSS, 2003)

An advanced classification system based on the back-propagation of consensus. - Lorenzo Bruzzone; Farid Melgani (IGARSS, 2003)

A residual-based technique for the estimation of biophysical parameters from remote-sensing images. - Farid Melgani; Lorenzo Bruzzone (IGARSS, 2003)

Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification. - Farid Melgani; Sebastiano B. Serpico; Gianni Vernazza (Integr. Comput. Aided Eng., 2003)

A Markov random field approach to spatio-temporal contextual image classification. - Farid Melgani; Sebastiano B. Serpico (IEEE Trans. Geosci. Remote. Sens., 2003)

An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution. - Yakoub Bazi; Lorenzo Bruzzone; Farid Melgani (IGARSS, 2004)

A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines. - Lorenzo Bruzzone; Lorenzo Carlin; Farid Melgani (IGARSS, 2004)

Estimation of biophysical parameters from optical remote-sensing images with high-order residues. - Farid Melgani; Lorenzo Bruzzone (IGARSS, 2004)

Classification Of Multitemporal Remote-Sensing Images By A Fuzzy Fusion Of Spectral And Spatio-Temporal Contextual Information. - Farid Melgani (Int. J. Pattern Recognit. Artif. Intell., 2004)

Classification of hyperspectral remote sensing images with support vector machines. - Farid Melgani; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2004)

Hierarchical deterministic image watermarking via polynomial interpolation. - Giulia Boato; Claudio Fontanari; Farid Melgani (ICIP (1), 2005)

Reconstruction of cloud-contaminated multitemporal optical images with a contextual prediction method. - Farid Melgani (IGARSS, 2005)

A near-lossless spread spectrum watermarking technique for remote sensing imagery. - Farid Melgani; Redha Benzid (IGARSS, 2005)

An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images. - Yakoub Bazi; Lorenzo Bruzzone; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2005)

Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data. - Lorenzo Bruzzone; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2005)

Robust Unsupervised Change Detection with Markov Random Fields. - Farid Melgani; Yakoub Bazi (IGARSS, 2006)

Robust image binarization with ensembles of thresholding algorithms. - Farid Melgani (J. Electronic Imaging, 2006)

Automatic identification of the number and values of decision thresholds in the log-ratio image for change detection in SAR images. - Yakoub Bazi; Lorenzo Bruzzone; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2006)

Robust support vector regression for biophysical variable estimation from remotely sensed images. - Gustavo Camps-Valls; Lorenzo Bruzzone; José Luis Rojo-Álvarez; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2006)

Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery. - Farid Melgani; Yakoub Bazi (IEEE Geosci. Remote. Sens. Lett., 2006)

Cell algorithms with data inflation for non-parametric classification. - Alessandro M. Palau; Farid Melgani; Sebastiano B. Serpico (Pattern Recognit. Lett., 2006)

Hierarchical ownership and deterministic watermarking of digital images via polynomial interpolation. - Giulia Boato; Francesco G. B. De Natale; Claudio Fontanari; Farid Melgani (Signal Process. Image Commun., 2006)

Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images. - Yakoub Bazi; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2006)

Contextual reconstruction of cloud-contaminated multitemporal multispectral images. - Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2006)

A multiobjective PSO inflation methodology for SVM regression with limited training samples. - Yakoub Bazi; Farid Melgani (IGARSS, 2007)

Cloud-contaminated image reconstruction with contextual spatio-spectral information. - Souad Benabdelkader; Farid Melgani; Mohammed Boulemden (IGARSS, 2007)

Semi-supervised multitemporal classification with support vector machines and genetic algorithms. - Noureddine Ghoggali; Farid Melgani (IGARSS, 2007)

Image thresholding based on the EM algorithm and the generalized Gaussian distribution. - Yakoub Bazi; Lorenzo Bruzzone; Farid Melgani (Pattern Recognit., 2007)

Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation. - Yakoub Bazi; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2007)

Evolutionary Computation Approach to ECG Signal Classification. - Farid Melgani; Yakoub Bazi (BIOSIGNALS (1), 2008)

Semi-Supervised Learning Based Color Iris Recognition. - Caitang Sun; Farid Melgani; Chunguang Zhou; Francesco G. B. De Natale; Libiao Zhang; Xiangdong Liu (ICNC (4), 2008)

Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes. - Yakoub Bazi; Farid Melgani (IGARSS (2), 2008)

A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images. - Noureddine Ghoggali; Farid Melgani (IGARSS (4), 2008)

Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes. - Luca Pasolli; Farid Melgani; Enrico Blanzieri (IGARSS (2), 2008)

Automatic Detection and Classification of Buried Objects in GPR Images Using Genetic Algorithms and Support Vector Machines. - Edoardo Pasolli; Farid Melgani; Massimo Donelli; Redha Attoui; Mariette de Vos (IGARSS (2), 2008)

Contextual Spatiospectral Postreconstruction of Cloud-Contaminated Images. - Souad Benabdelkader; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2008)

Genetic SVM Approach to Semisupervised Multitemporal Classification. - Noureddine Ghoggali; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2008)

Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle. - Enrico Blanzieri; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2008)

Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization. - Farid Melgani; Yakoub Bazi (IEEE Trans. Inf. Technol. Biomed., 2008)

A Variational Level-set Method for Unsupervised Change Detection in Remote Sensing Images. - Yakoub Bazi; Farid Melgani (IGARSS (2), 2009)

An Automatic Method for Counting Olive Trees in Very High Spatial Remote Sensing Images. - Yakoub Bazi; Farid Melgani; Hamed D. Al-Sharari (IGARSS (2), 2009)

Optimizing Wavelets for Hyperspectral Image Classification. - Abdelhamid Daamouche; Farid Melgani; Latifa Hamami (IGARSS (2), 2009)

Swarm Intelligence for Unsupervised Classification of Hyperspectral Images. - Andrea Paoli; Farid Melgani; Edoardo Pasolli (IGARSS (5), 2009)

A Pattern Recognition System for Extracting Buried Object Characteristics in GPR Images. - Edoardo Pasolli; Farid Melgani; Massimo Donelli (IGARSS (4), 2009)

Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification. - Abdelhamid Daamouche; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2009)

Automatic Ground-Truth Validation With Genetic Algorithms for Multispectral Image Classification. - Noureddine Ghoggali; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2009)

A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples. - Noureddine Ghoggali; Farid Melgani; Yakoub Bazi (IEEE Trans. Geosci. Remote. Sens., 2009)

Clustering of Hyperspectral Images Based on Multiobjective Particle Swarm Optimization. - Andrea Paoli; Farid Melgani; Edoardo Pasolli (IEEE Trans. Geosci. Remote. Sens., 2009)

Automatic Analysis of GPR Images: A Pattern-Recognition Approach. - Edoardo Pasolli; Farid Melgani; Massimo Donelli (IEEE Trans. Geosci. Remote. Sens., 2009)

Semisupervised Gaussian process regression for biophysical parameter estimation. - Yakoub Bazi; Farid Melgani (IGARSS, 2010)

Model-based active learning for SVM classification of remote sensing images. - Edoardo Pasolli; Farid Melgani (IGARSS, 2010)

Gaussian Process Regression for Estimating Chlorophyll Concentration in Subsurface Waters From Remote Sensing Data. - Luca Pasolli; Farid Melgani; Enrico Blanzieri (IEEE Geosci. Remote. Sens. Lett., 2010)

Gaussian Process Approach to Buried Object Size Estimation in GPR Images. - Edoardo Pasolli; Farid Melgani; Massimo Donelli (IEEE Geosci. Remote. Sens. Lett., 2010)

Gaussian Process Approach to Remote Sensing Image Classification. - Yakoub Bazi; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2010)

Unsupervised Change Detection in Multispectral Remotely Sensed Imagery With Level Set Methods. - Yakoub Bazi; Farid Melgani; Hamed D. Al-Sharari (IEEE Trans. Geosci. Remote. Sens., 2010)

Active Learning Methods for Electrocardiographic Signal Classification. - Edoardo Pasolli; Farid Melgani (IEEE Trans. Inf. Technol. Biomed., 2010)

Multiresolution inpainting for reconstruction of missing data in VHR images. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IGARSS, 2011)

Ground-truth assisted design for remote sensing image classification. - Edoardo Pasolli; Farid Melgani (IGARSS, 2011)

Gaussian process regression within an active learning scheme. - Edoardo Pasolli; Farid Melgani (IGARSS, 2011)

Improving active learning methods using spatial information. - Edoardo Pasolli; Farid Melgani; Devis Tuia; Fabio Pacifici; William J. Emery (IGARSS, 2011)

Inpainting Strategies for Reconstruction of Missing Data in VHR Images. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IEEE Geosci. Remote. Sens. Lett., 2011)

Support Vector Machine Active Learning Through Significance Space Construction. - Edoardo Pasolli; Farid Melgani; Yakoub Bazi (IEEE Geosci. Remote. Sens. Lett., 2011)

Orthogonal matching pursuit for VHR image reconstruction. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IGARSS, 2012)

Some criteria to assess the reconstructability of shadow areas. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IGARSS, 2012)

A SIFT-SVM method for detecting cars in UAV images. - Thomas Moranduzzo; Farid Melgani (IGARSS, 2012)

An approach for classifying large scale images. - Edoardo Pasolli; Farid Melgani (IGARSS, 2012)

SVR active learning for product quality control. - Fouzi Douak; Farid Melgani; Edoardo Pasolli; Nabil Benoudjit (ISSPA, 2012)

A wavelet optimization approach for ECG signal classification. - Abdelhamid Daamouche; Latifa Hamami; Naif Alajlan; Farid Melgani (Biomed. Signal Process. Control., 2012)

Fusion of supervised and unsupervised learning for improved classification of hyperspectral images. - Naif Alajlan; Yakoub Bazi; Farid Melgani; Ronald R. Yager (Inf. Sci., 2012)

Improved Estimation of Water Chlorophyll Concentration With Semisupervised Gaussian Process Regression. - Yakoub Bazi; Naif Alajlan; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2012)

A Complete Processing Chain for Shadow Detection and Reconstruction in VHR Images. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IEEE Trans. Geosci. Remote. Sens., 2012)

Active Learning Methods for Biophysical Parameter Estimation. - Edoardo Pasolli; Farid Melgani; Naif Alajlan; Yakoub Bazi (IEEE Trans. Geosci. Remote. Sens., 2012)

Adaptive basis pursuit compressive sensing reconstruction with histogram matching. - Luca Lorenzi; Grégoire Mercier; Farid Melgani (IGARSS, 2013)

Contextual genetic algorithm for compressive sensing reconstruction of VHR images. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IGARSS, 2013)

Comparison of different feature detectors and descriptors for car classification in UAV images. - Thomas Moranduzzo; Farid Melgani (IGARSS, 2013)

Swarm Optimization of Structuring Elements for VHR Image Classification. - Abdelhamid Daamouche; Farid Melgani; Naif Alajlan; Nicola Conci (IEEE Geosci. Remote. Sens. Lett., 2013)

Support Vector Regression With Kernel Combination for Missing Data Reconstruction. - Luca Lorenzi; Grégoire Mercier; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2013)

Using OWA Fusion Operators for the Classification of Hyperspectral Images. - Naif Alajlan; Yakoub Bazi; Haikel Salem Alhichri; Farid Melgani; Ronald R. Yager (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

Missing-Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective. - Luca Lorenzi; Farid Melgani; Grégoire Mercier (IEEE Trans. Geosci. Remote. Sens., 2013)

Assessing the Reconstructability of Shadow Areas in VHR Images. - Luca Lorenzi; Farid Melgani; Grégoire Mercier; Yakoub Bazi (IEEE Trans. Geosci. Remote. Sens., 2013)

Optical Image Classification: A Ground-Truth Design Framework. - Edoardo Pasolli; Farid Melgani; Naif Alajlan; Nicola Conci (IEEE Trans. Geosci. Remote. Sens., 2013)

Car speed estimation method for UAV images. - Thomas Moranduzzo; Farid Melgani (IGARSS, 2014)

Monitoring structural damages in big industrial plants with UAV images. - Thomas Moranduzzo; Farid Melgani (IGARSS, 2014)

Large-Scale Image Classification Using Active Learning. - Naif Alajlan; Edoardo Pasolli; Farid Melgani; Andrea Franzoso (IEEE Geosci. Remote. Sens. Lett., 2014)

Differential Evolution Extreme Learning Machine for the Classification of Hyperspectral Images. - Yakoub Bazi; Naif Alajlan; Farid Melgani; Haikel Hichri; Salim Malek; Ronald R. Yager (IEEE Geosci. Remote. Sens. Lett., 2014)

Detection of premature ventricular contraction arrhythmias in electrocardiogram signals with kernel methods. - Naif Alajlan; Yakoub Bazi; Farid Melgani; Salim Malek; Mohamed Abdelkader Bencherif (Signal Image Video Process., 2014)

Robust Estimation of Water Chlorophyll Concentrations With Gaussian Process Regression and IOWA Aggregation Operators. - Yakoub Bazi; Naif Alajlan; Farid Melgani; Haikel Al-Hichri; Ronald R. Yager (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Efficient Framework for Palm Tree Detection in UAV Images. - Salim Malek; Yakoub Bazi; Naif Alajlan; Haikel Al-Hichri; Farid Melgani (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Automatic Car Counting Method for Unmanned Aerial Vehicle Images. - Thomas Moranduzzo; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2014)

Detecting Cars in UAV Images With a Catalog-Based Approach. - Thomas Moranduzzo; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2014)

SVM Active Learning Approach for Image Classification Using Spatial Information. - Edoardo Pasolli; Farid Melgani; Devis Tuia; Fabio Pacifici; William J. Emery (IEEE Trans. Geosci. Remote. Sens., 2014)

Sparse modeling of the land use classification problem. - Mohamed Lamine Mekhalfi; Farid Melgani (IGARSS, 2015)

LBP-based multiclass classification method for UAV imagery. - Thomas Moranduzzo; Mohamed Lamine Mekhalfi; Farid Melgani (IGARSS, 2015)

A fast screening method for detecting cars in UAV images over urban areas. - Thomas Moranduzzo; Abdallah Zeggada; Farid Melgani (JURSE, 2015)

Genetic algorithm-based method for mitigating label noise issue in ECG signal classification. - Edoardo Pasolli; Farid Melgani (Biomed. Signal Process. Control., 2015)

Classification of AAMI heartbeat classes with an interactive ELM ensemble learning approach. - Mohamad Mahmoud Al Rahhal; Yakoub Bazi; Naif Alajlan; Salim Malek; Haikel Al-Hichri; Farid Melgani; Mansour Abdulaziz Al Zuair (Biomed. Signal Process. Control., 2015)

Toward an assisted indoor scene perception for blind people with image multilabeling strategies. - Mohamed Lamine Mekhalfi; Farid Melgani; Yakoub Bazi; Naif Alajlan (Expert Syst. Appl., 2015)

Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images. - Mohamed Abdelkader Bencherif; Yakoub Bazi; Abderrezak Guessoum; Naif Alajlan; Farid Melgani; Haikel Salem Alhichri (IEEE Geosci. Remote. Sens. Lett., 2015)

Land-Use Classification With Compressive Sensing Multifeature Fusion. - Mohamed Lamine Mekhalfi; Farid Melgani; Yakoub Bazi; Naif Alajlan (IEEE Geosci. Remote. Sens. Lett., 2015)

Land-Cover Classification of Remotely Sensed Images Using Compressive Sensing Having Severe Scarcity of Labeled Patterns. - Moumita Roy; Farid Melgani; Ashish Ghosh; Enrico Blanzieri; Susmita Ghosh (IEEE Geosci. Remote. Sens. Lett., 2015)

A Compressive Sensing Approach to Describe Indoor Scenes for Blind People. - Mohamed Lamine Mekhalfi; Farid Melgani; Yakoub Bazi; Naif Alajlan (IEEE Trans. Circuits Syst. Video Technol., 2015)

Multiclass Coarse Analysis for UAV Imagery. - Thomas Moranduzzo; Farid Melgani; Mohamed Lamine Mekhalfi; Yakoub Bazi; Naif Alajlan (IEEE Trans. Geosci. Remote. Sens., 2015)

Convolutional neural networks for near real-time object detection from UAV imagery in avalanche search and rescue operations. - Mesay Belete Bejiga; Abdallah Zeggada; Farid Melgani (IGARSS, 2016)

Adaptive wave tracing for coastal bathymetry estimation. - Céline Danilo; Farid Melgani (IGARSS, 2016)

Multilabel classification of UAV images with Convolutional Neural Networks. - Abdallah Zeggada; Farid Melgani (IGARSS, 2016)

Recovering the sight to blind people in indoor environments with smart technologies. - Mohamed Lamine Mekhalfi; Farid Melgani; Abdallah Zeggada; Francesco G. B. De Natale; Mohammed A.-M. Salem; Alaa M. Khamis (Expert Syst. Appl., 2016)

Deep learning approach for active classification of electrocardiogram signals. - Mohamad Mahmoud Al Rahhal; Yakoub Bazi; Haikel Salem Alhichri; Naif Alajlan; Farid Melgani; Ronald R. Yager (Inf. Sci., 2016)

Three-Layer Convex Network for Domain Adaptation in Multitemporal VHR Images. - Essam Othman; Yakoub Bazi; Naif Alajlan; Haikel Al-Hichri; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2016)

Wave Period and Coastal Bathymetry Using Wave Propagation on Optical Images. - Céline Danilo; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2016)

A pool of deep models for event recognition. - Kashif Ahmad; Mohamed Lamine Mekhalfi; Nicola Conci; Giulia Boato; Farid Melgani; Francesco G. B. De Natale (ICIP, 2017)

Autoencoding approach to the cloud removal problem. - Salim Malek; Farid Melgani (IGARSS, 2017)

Leaf development index estimation using UAV imagery for fighting apple scab. - Abdallah Zeggada; Alessandro Stella; Gennaro Caliendo; Farid Melgani; Maurizio Barazzuol; Nicola La Porta; Rino Goller (IGARSS, 2017)

Multilabeling UAV images with Autoencoder networks. - Abdallah Zeggada; Farid Melgani (JURSE, 2017)

Complex-Valued Representation for RGB-D Object Recognition. - Rim Trabelsi; Issam Jabri; Farid Melgani; Fethi Smach; Nicola Conci; Ammar Bouallegue (PSIVT, 2017)

Fast indoor scene description for blind people with multiresolution random projections. - Mohamed Lamine Mekhalfi; Farid Melgani; Yakoub Bazi; Naif Alajlan (J. Vis. Commun. Image Represent., 2017)

A Deep Learning Approach to UAV Image Multilabeling. - Abdallah Zeggada; Farid Melgani; Yakoub Bazi (IEEE Geosci. Remote. Sens. Lett., 2017)

A Convolutional Neural Network Approach for Assisting Avalanche Search and Rescue Operations with UAV Imagery. - Mesay Belete Bejiga; Abdallah Zeggada; Abdelhamid Nouffidj; Farid Melgani (Remote. Sens., 2017)

Real-Time Indoor Scene Description for the Visually Impaired Using Autoencoder Fusion Strategies with Visible Cameras. - Salim Malek; Farid Melgani; Mohamed Lamine Mekhalfi; Yakoub Bazi (Sensors, 2017)

Domain Adaptation Network for Cross-Scene Classification. - Essam Othman; Yakoub Bazi; Farid Melgani; Haikel Al-Hichri; Naif Alajlan; Mansour Zuair (IEEE Trans. Geosci. Remote. Sens., 2017)

Gan-Based Domain Adaptation for Object Classification. - Mesay Belete Bejiga; Farid Melgani (IGARSS, 2018)

An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification. - Mesay Belete Bejiga; Farid Melgani (IGARSS, 2018)

Multilabel Conditional Random Field Classification for UAV Images. - Abdallah Zeggada; Souad Benbraika; Farid Melgani; Zouhir Mokhtari (IEEE Geosci. Remote. Sens. Lett., 2018)

Convolutional SVM Networks for Object Detection in UAV Imagery. - Yakoub Bazi; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2018)

Spatial and Structured SVM for Multilabel Image Classification. - Satoru Koda; Abdallah Zeggada; Farid Melgani; Ryuei Nishii (IEEE Trans. Geosci. Remote. Sens., 2018)

Reconstructing Cloud-Contaminated Multispectral Images With Contextualized Autoencoder Neural Networks. - Salim Malek; Farid Melgani; Yakoub Bazi; Naif Alajlan (IEEE Trans. Geosci. Remote. Sens., 2018)

Ensemble of Deep Models for Event Recognition. - Kashif Ahmad; Mohamed Lamine Mekhalfi; Nicola Conci; Farid Melgani; Francesco G. B. De Natale (ACM Trans. Multim. Comput. Commun. Appl., 2018)

Towards Generating Remote Sensing Images of the Far Past. - Mesay Belete Bejiga; Farid Melgani (IGARSS, 2019)

Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images. - Gabriele Cavallaro; Yakoub Bazi; Farid Melgani; Morris Riedel (IGARSS, 2019)

Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN. - Rachid Hedjam; Abdelhamid Abdesselam; Farid Melgani (IGARSS, 2019)

Retrieving Images with Generated Textual Descriptions. - Genc Hoxha; Farid Melgani; Begüm Demir (IGARSS, 2019)

Fully Convolutional SVM for Car Detection In Uav Imagery. - Youyou Li; Farid Melgani; Binbin He (IGARSS, 2019)

Indoor object recognition in RGBD images with complex-valued neural networks for visually-impaired people. - Rim Trabelsi; Issam Jabri; Farid Melgani; Fethi Smach; Nicola Conci; Ammar Bouallegue (Neurocomputing, 2019)

Semisupervised Two-Level Fusion-Based Autoencoded Approach for Low-Cost Domain Adaptation of Remotely Sensed Images. - Shounak Chakraborty 002; Moumita Roy; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2019)

Domain Adversarial Neural Networks for Large-Scale Land Cover Classification. - Mesay Belete Bejiga; Farid Melgani; Pietro Beraldini (Remote. Sens., 2019)

High-Coverage Satellite-Based Coastal Bathymetry through a Fusion of Physical and Learning Methods. - Céline Danilo; Farid Melgani (Remote. Sens., 2019)

Towards Automatic Extraction and Updating of VGI-Based Road Networks Using Deep Learning. - Prajowal Manandhar; Prashanth Reddy Marpu; Zeyar Aung; Farid Melgani (Remote. Sens., 2019)

Capsule Networks for Object Detection in UAV Imagery. - Mohamed Lamine Mekhalfi; Mesay Belete Bejiga; Davide Soresina; Farid Melgani; Begüm Demir (Remote. Sens., 2019)

Retro-Remote Sensing: Generating Images From Ancient Texts. - Mesay Belete Bejiga; Farid Melgani; Antonio Vascotto (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Remote Sensing Image Captioning with SVM-Based Decoding. - Genc Hoxha; Farid Melgani (IGARSS, 2020)

Feature selection algorithm based on PDF/PMF area difference. - Viacheslav V. Danilov; Igor P. Skirnevskiy; Roman A. Manakov; Olga M. Gerget; Farid Melgani (Biomed. Signal Process. Control., 2020)

Classification of COVID-19 in Chest CT Images using Convolutional Support Vector Machines. - Umut Özkaya; Saban Öztürk; Serkan Budak; Farid Melgani; Kemal Polat (CoRR, 2020)

Smart grid resources allocation using smart genetic heuristic. - Abderezak Touzene; Sultan Al Yahyai; Farid Melgani (Int. J. Comput. Appl. Technol., 2020)

Unsupervised Spectral-Spatial Feature Extraction With Generalized Autoencoder for Hyperspectral Imagery. - Satoru Koda; Farid Melgani; Ryuei Nishii (IEEE Geosci. Remote. Sens. Lett., 2020)

New fusion and selection approaches for estimating the remaining useful life using Gaussian process regression and induced ordered weighted averaging operators. - Mohammed Bouzenita; Leila Hayet Mouss; Farid Melgani; Toufik Bentrcia (Qual. Reliab. Eng. Int., 2020)

Vision System for Automatic On-Tree Kiwifruit Counting and Yield Estimation. - Mohamed Lamine Mekhalfi; Carlo Nicolò; Ivan Ianniello; Federico Calamita; Rino Goller; Maurizio Barazzuol; Farid Melgani (Sensors, 2020)

Change Detection in Unlabeled Optical Remote Sensing Data Using Siamese CNN. - Rachid Hedjam; Abdelhamid Abdesselam; Farid Melgani (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective. - Genc Hoxha; Farid Melgani; Begüm Demir (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

CSVM Architectures for Pixel-Wise Object Detection in High-Resolution Remote Sensing Images. - Youyou Li; Farid Melgani; Binbin He (IEEE Trans. Geosci. Remote. Sens., 2020)

Captioning Changes in Bi-Temporal Remote Sensing Images. - Seloua Chouaf; Genc Hoxha; Youcef Smara; Farid Melgani (IGARSS, 2021)

Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification. - Amer Delilbasic; Gabriele Cavallaro; Madita Willsch; Farid Melgani; Morris Riedel; Kristel Michielsen (IGARSS, 2021)

An Active Learning Strategy for SVM-Based Captioning. - Genc Hoxha; Farid Melgani (IGARSS, 2021)

Classification between upper and lower motor neurons in amyotrophic lateral sclerosis patients by electromyographic processing and analysis. - Yosra Saidane; Farid Melgani; Sofia Ben Jebara; Pierre-François Pradat; Giovanni de Marco (ISIVC, 2021)

A deep neural network approach to QRS detection using autoencoders. - Mohamed Amine Belkadi; Abdelhamid Daamouche; Farid Melgani (Expert Syst. Appl., 2021)

Improving Text Encoding for Retro-Remote Sensing. - Mesay Belete Bejiga; Genc Hoxha; Farid Melgani (IEEE Geosci. Remote. Sens. Lett., 2021)

NMF with feature relationship preservation penalty term for clustering problems. - Rachid Hedjam; Abdelhamid Abdesselam; Farid Melgani (Pattern Recognit., 2021)

Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images. - Youyou Li; Binbin He; Farid Melgani; Teng Long 002 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing. - Edoardo Pasetto; Amer Delilbasic; Gabriele Cavallaro; Madita Willsch; Farid Melgani; Morris Riedel; Kristel Michielsen (IGARSS, 2022)

Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks. - Mayar A. Shafaey; Farid Melgani; Mohammed A.-M. Salem; Maryam N. Al-Berry; Hala Mousher Ebeid; El-Sayed A. El-Dahshan; Mohamed F. Tolba 001 (IEEE Access, 2022)

Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection. - Alessandro dos Santos Ferreira; José Marcato Junior; Hemerson Pistori; Farid Melgani; Wesley Nunes Gonçalves (Comput. Electron. Agric., 2022)

New fusion frameworks including explicit weighting functions for the remaining useful life prognostics. - Mohammed Bouzenita; Leila Hayet Mouss; Farid Melgani; Toufik Bentrcia (Expert Syst. Appl., 2022)

Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing. - Edoardo Pasetto; Morris Riedel; Farid Melgani; Kristel Michielsen; Gabriele Cavallaro (IEEE Geosci. Remote. Sens. Lett., 2022)

Multilanguage Transformer for Improved Text to Remote Sensing Image Retrieval. - Mohamad Mahmoud Al Rahhal; Yakoub Bazi; Norah A. Alsharif; Laila Bashmal; Naif Alajlan; Farid Melgani (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

Bi-Modal Transformer-Based Approach for Visual Question Answering in Remote Sensing Imagery. - Yakoub Bazi; Mohamad Mahmoud Al Rahhal; Mohamed Lamine Mekhalfi; Mansour Abdulaziz Al Zuair; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2022)

Change Captioning: A New Paradigm for Multitemporal Remote Sensing Image Analysis. - Genc Hoxha; Seloua Chouaf; Farid Melgani; Youcef Smara (IEEE Trans. Geosci. Remote. Sens., 2022)

A Novel SVM-Based Decoder for Remote Sensing Image Captioning. - Genc Hoxha; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2022)

Robust Image Captioning with Post-Generation Ensemble Method. - Riccardo Ricci; Farid Melgani; José Marcato Junior; Wesley Nunes Gonçalves (IGARSS, 2023)

Visual Question Generation From Remote Sensing Images. - Laila Bashmal; Yakoub Bazi; Farid Melgani; Riccardo Ricci; Mohamad Mahmoud Al Rahhal; Mansour Zuair (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Improving Image Captioning Systems With Postprocessing Strategies. - Genc Hoxha; Giacomo Scuccato; Farid Melgani (IEEE Trans. Geosci. Remote. Sens., 2023)

Deep Learning-Based Apple Detection with Attention Module and Improved Loss Function in YOLO. - Praveen Kumar Sekharamantry; Farid Melgani; Jonni Malacarne (Remote. Sens., 2023)

CapERA: Captioning Events in Aerial Videos. - Laila Bashmal; Yakoub Bazi; Mohamad Mahmoud Al Rahhal; Mansour Zuair; Farid Melgani (Remote. Sens., 2023)

Remote Sensing Analysis for Vegetation Assessment of a Large-Scale Constructed Wetland Treating Produced Water Polluted with Oil Hydrocarbons. - Khaled Al-Jabri; Yaseen A. Al-Mulla; Farid Melgani; Alexandros Stefanakis (Remote. Sens., 2023)

A Short Review on Industrial Prognostic Hybrid Approaches: Concepts, Techniques and Applications. - Mohammed Bouzenita; Leila Hayet Mouss; Farid Melgani; Toufik Bentrcia (ICSC, 2024)

Wetland Segmentation Method for UAV Multispectral Remote Sensing Images Based on SegFormer. - Pakezhamu Nuradili; Ji Zhou 001; Farid Melgani (IGARSS, 2024)

A Deep-Learning System for Detecting the Brain MRI Anatomical Plane to be Examined with Priority in Alzheimer's Disease. - Selene Tomassini; Carlo Cosimo Quattrocchi; Abdallah Zeggada; Damiano Duranti; Farid Melgani; Paolo Giorgini (MetroXRAINE, 2024)

Deep Learning Method for Wetland Segmentation in Unmanned Aerial Vehicle Multispectral Imagery. - Pakezhamu Nuradili; Ji Zhou 001; Guiyun Zhou; Farid Melgani (Remote. Sens., 2024)

NLP-Based Fusion Approach to Robust Image Captioning. - Riccardo Ricci; Farid Melgani; José Marcato Junior; Wesley Nunes Gonçalves (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Machine-to-Machine Visual Dialoguing with ChatGPT for Enriched Textual Image Description. - Riccardo Ricci; Yakoub Bazi; Farid Melgani (Remote. Sens., 2024)

A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention Mechanism. - Praveen Kumar Sekharamantry; Farid Melgani; Jonni Malacarne; Riccardo Ricci; Rodrigo Silva; José Marcato Junior (Comput., 2024)

RS-LLaVA: A Large Vision-Language Model for Joint Captioning and Question Answering in Remote Sensing Imagery. - Yakoub Bazi; Laila Bashmal; Mohamad Mahmoud Al Rahhal; Riccardo Ricci; Farid Melgani (Remote. Sens., 2024)

A Novel Hybrid Deep-Learning Approach for Flood-Susceptibility Mapping. - Abdelkader Riche; Ammar Drias; Mawloud Guermoui; Tarek Gherib; Tayeb Boulmaiz; Boularbah Souissi; Farid Melgani (Remote. Sens., 2024)

Efficient approaches for binary classification in extremely imbalanced databases: A systematic literature review. - Leandro Duarte Pereira; Fabrício Alves de Almeida; Farid Melgani; Pedro Paulo Balestrassi (Inf. Softw. Technol., 2025)