Farid Melgani

191 papers B 1C 51Journal 120Unranked 19
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Design-of-Experiments-Based Approach for Efficient Estimation of Bimodal Gaussian Mixture Weights.
IEEE Access
Gustavo S. Leal, Lupércio F. Bessegato, Yasmin S. M. Xavier, Farid Melgani, Pedro Paulo Balestrassi
2025 J jnl
A Lightweight Normalization-Free Architecture for Object Detection in High-Spatial-Resolution Remote Sensing Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Youyou Li, Yuxiang Fang, Shixiong Zhou, Teng Long, Yicheng Zhang, Nuno Antunes Ribeiro, Farid Melgani
2025 J jnl
Efficient approaches for binary classification in extremely imbalanced databases: A systematic literature review.
Inf. Softw. Technol.
Leandro Duarte Pereira, Fabrício Alves de Almeida, Farid Melgani, Pedro Paulo Balestrassi
2025 J jnl
Optimizing Neural Network Ensemble for Short-Term Load Forecasting: A Case Study of a Brazilian Electrical Distribution System.
IEEE Access
Franco B. Rocha, Paulo Rotella Junior, Pedro Paulo Balestrassi, Farid Melgani, Antonio C. Zambroni de Souza
2025 J jnl
Robust Alzheimer's Patient Detection and Tracking for Room Entry Monitoring Using YOLOv8 and Cross Product Analysis.
Comput. Mater. Continua
Praveen Kumar Sekharamantry, Farid Melgani, Roberto Delfiore, Stefano Lusardi
2025 — conf
Self-Attentive Deep Fusion Framework with Transformer-Based Semantics for Emergency Head CT Reporting.
MetroXRAINE
Selene Tomassini, Abdallah Zeggada, Carlo Cosimo Quattrocchi, Farid Melgani, Paolo Giorgini
2024 — conf
A Deep-Learning System for Detecting the Brain MRI Anatomical Plane to be Examined with Priority in Alzheimer's Disease.
MetroXRAINE
Selene Tomassini, Carlo Cosimo Quattrocchi, Abdallah Zeggada, Damiano Duranti, Farid Melgani, Paolo Giorgini
2024 J jnl
A Novel Hybrid Deep-Learning Approach for Flood-Susceptibility Mapping.
Remote. Sens.
Abdelkader Riche, Ammar Drias, Mawloud Guermoui, Tarek Gherib, Tayeb Boulmaiz, Boularbah Souissi, Farid Melgani
2024 J jnl
A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention Mechanism.
Comput.
Praveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne, Riccardo Ricci, Rodrigo Silva, José Marcato Junior
2024 — conf
A Short Review on Industrial Prognostic Hybrid Approaches: Concepts, Techniques and Applications.
ICSC
Mohammed Bouzenita, Leila Hayet Mouss, Farid Melgani, Toufik Bentrcia
2024 J jnl
Deep Learning Method for Wetland Segmentation in Unmanned Aerial Vehicle Multispectral Imagery.
Remote. Sens.
Pakezhamu Nuradili, Ji Zhou, Guiyun Zhou, Farid Melgani
2024 J jnl
Machine-to-Machine Visual Dialoguing with ChatGPT for Enriched Textual Image Description.
Remote. Sens.
Riccardo Ricci, Yakoub Bazi, Farid Melgani
2024 J jnl
NLP-Based Fusion Approach to Robust Image Captioning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves
2024 J jnl
RS-LLaVA: A Large Vision-Language Model for Joint Captioning and Question Answering in Remote Sensing Imagery.
Remote. Sens.
Yakoub Bazi, Laila Bashmal, Mohamad Mahmoud Al Rahhal, Riccardo Ricci, Farid Melgani
2024 C conf
Wetland Segmentation Method for UAV Multispectral Remote Sensing Images Based on SegFormer.
IGARSS
Pakezhamu Nuradili, Ji Zhou, Farid Melgani
2023 J jnl
CapERA: Captioning Events in Aerial Videos.
Remote. Sens.
Laila Bashmal, Yakoub Bazi, Mohamad Mahmoud Al Rahhal, Mansour Zuair, Farid Melgani
2023 J jnl
Deep Learning-Based Apple Detection with Attention Module and Improved Loss Function in YOLO.
Remote. Sens.
Praveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne
2023 J jnl
Improving Image Captioning Systems With Postprocessing Strategies.
IEEE Trans. Geosci. Remote. Sens.
Genc Hoxha, Giacomo Scuccato, Farid Melgani
2023 J jnl
Remote Sensing Analysis for Vegetation Assessment of a Large-Scale Constructed Wetland Treating Produced Water Polluted with Oil Hydrocarbons.
Remote. Sens.
Khaled Al-Jabri, Yaseen A. Al-Mulla, Farid Melgani, Alexandros Stefanakis
2023 C conf
Robust Image Captioning with Post-Generation Ensemble Method.
IGARSS
Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves
2023 J jnl
Visual Question Generation From Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Laila Bashmal, Yakoub Bazi, Farid Melgani, Riccardo Ricci, Mohamad Mahmoud Al Rahhal, Mansour Zuair
2022 J jnl
A Novel SVM-Based Decoder for Remote Sensing Image Captioning.
IEEE Trans. Geosci. Remote. Sens.
Genc Hoxha, Farid Melgani
2022 J jnl
Bi-Modal Transformer-Based Approach for Visual Question Answering in Remote Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Mohamad Mahmoud Al Rahhal, Mohamed Lamine Mekhalfi, Mansour Abdulaziz Al Zuair, Farid Melgani
2022 J jnl
Change Captioning: A New Paradigm for Multitemporal Remote Sensing Image Analysis.
IEEE Trans. Geosci. Remote. Sens.
Genc Hoxha, Seloua Chouaf, Farid Melgani, Youcef Smara
2022 J jnl
Multilanguage Transformer for Improved Text to Remote Sensing Image Retrieval.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Mohamad Mahmoud Al Rahhal, Yakoub Bazi, Norah A. Alsharif, Laila Bashmal, Naif Alajlan, Farid Melgani
2022 J jnl
New fusion frameworks including explicit weighting functions for the remaining useful life prognostics.
Expert Syst. Appl.
Mohammed Bouzenita, Leila Hayet Mouss, Farid Melgani, Toufik Bentrcia
2022 J jnl
Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks.
IEEE Access
Mayar A. Shafaey, Farid Melgani, Mohammed A.-M. Salem, Maryam N. Al-Berry, Hala Mousher Ebeid, El-Sayed A. El-Dahshan, Mohamed F. Tolba
2022 J jnl
Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing.
IEEE Geosci. Remote. Sens. Lett.
Edoardo Pasetto, Morris Riedel, Farid Melgani, Kristel Michielsen, Gabriele Cavallaro
2022 C conf
Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing.
IGARSS
Edoardo Pasetto, Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
2022 J jnl
Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection.
Comput. Electron. Agric.
Alessandro dos Santos Ferreira, José Marcato Junior, Hemerson Pistori, Farid Melgani, Wesley Nunes Gonçalves
2021 J jnl
A deep neural network approach to QRS detection using autoencoders.
Expert Syst. Appl.
Mohamed Amine Belkadi, Abdelhamid Daamouche, Farid Melgani
2021 C conf
An Active Learning Strategy for SVM-Based Captioning.
IGARSS
Genc Hoxha, Farid Melgani
2021 C conf
Captioning Changes in Bi-Temporal Remote Sensing Images.
IGARSS
Seloua Chouaf, Genc Hoxha, Youcef Smara, Farid Melgani
2021 — conf
Classification between upper and lower motor neurons in amyotrophic lateral sclerosis patients by electromyographic processing and analysis.
ISIVC
Yosra Saidane, Farid Melgani, Sofia Ben Jebara, Pierre-François Pradat, Giovanni de Marco
2021 J jnl
Improving Text Encoding for Retro-Remote Sensing.
IEEE Geosci. Remote. Sens. Lett.
Mesay Belete Bejiga, Genc Hoxha, Farid Melgani
2021 J jnl
NMF with feature relationship preservation penalty term for clustering problems.
Pattern Recognit.
Rachid Hedjam, Abdelhamid Abdesselam, Farid Melgani
2021 J jnl
Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Youyou Li, Binbin He, Farid Melgani, Teng Long
2021 C conf
Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification.
IGARSS
Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
2020 J jnl
CSVM Architectures for Pixel-Wise Object Detection in High-Resolution Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Youyou Li, Farid Melgani, Binbin He
2020 J jnl
Change Detection in Unlabeled Optical Remote Sensing Data Using Siamese CNN.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Rachid Hedjam, Abdelhamid Abdesselam, Farid Melgani
2020 J jnl
Classification of COVID-19 in Chest CT Images using Convolutional Support Vector Machines.
CoRR
Umut Özkaya, Saban Öztürk, Serkan Budak, Farid Melgani, Kemal Polat
2020 J jnl
Feature selection algorithm based on PDF/PMF area difference.
Biomed. Signal Process. Control.
Viacheslav V. Danilov, Igor P. Skirnevskiy, Roman A. Manakov, Olga M. Gerget, Farid Melgani
2020 J jnl
New fusion and selection approaches for estimating the remaining useful life using Gaussian process regression and induced ordered weighted averaging operators.
Qual. Reliab. Eng. Int.
Mohammed Bouzenita, Leila Hayet Mouss, Farid Melgani, Toufik Bentrcia
2020 C conf
Remote Sensing Image Captioning with SVM-Based Decoding.
IGARSS
Genc Hoxha, Farid Melgani
2020 J jnl
Smart grid resources allocation using smart genetic heuristic.
Int. J. Comput. Appl. Technol.
Abderezak Touzene, Sultan Al Yahyai, Farid Melgani
2020 J jnl
Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Genc Hoxha, Farid Melgani, Begüm Demir
2020 J jnl
Unsupervised Spectral-Spatial Feature Extraction With Generalized Autoencoder for Hyperspectral Imagery.
IEEE Geosci. Remote. Sens. Lett.
Satoru Koda, Farid Melgani, Ryuei Nishii
2020 J jnl
Vision System for Automatic On-Tree Kiwifruit Counting and Yield Estimation.
Sensors
Mohamed Lamine Mekhalfi, Carlo Nicolò, Ivan Ianniello, Federico Calamita, Rino Goller, Maurizio Barazzuol, Farid Melgani
2019 J jnl
Capsule Networks for Object Detection in UAV Imagery.
Remote. Sens.
Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir
2019 C conf
Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN.
IGARSS
Rachid Hedjam, Abdelhamid Abdesselam, Farid Melgani
2019 J jnl
Domain Adversarial Neural Networks for Large-Scale Land Cover Classification.
Remote. Sens.
Mesay Belete Bejiga, Farid Melgani, Pietro Beraldini
2019 C conf
Fully Convolutional SVM for Car Detection In Uav Imagery.
IGARSS
Youyou Li, Farid Melgani, Binbin He
2019 J jnl
High-Coverage Satellite-Based Coastal Bathymetry through a Fusion of Physical and Learning Methods.
Remote. Sens.
Céline Danilo, Farid Melgani
2019 J jnl
Indoor object recognition in RGBD images with complex-valued neural networks for visually-impaired people.
Neurocomputing
Rim Trabelsi, Issam Jabri, Farid Melgani, Fethi Smach, Nicola Conci, Ammar Bouallegue
2019 C conf
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images.
IGARSS
Gabriele Cavallaro, Yakoub Bazi, Farid Melgani, Morris Riedel
2019 C conf
Retrieving Images with Generated Textual Descriptions.
IGARSS
Genc Hoxha, Farid Melgani, Begüm Demir
2019 J jnl
Retro-Remote Sensing: Generating Images From Ancient Texts.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Mesay Belete Bejiga, Farid Melgani, Antonio Vascotto
2019 J jnl
Semisupervised Two-Level Fusion-Based Autoencoded Approach for Low-Cost Domain Adaptation of Remotely Sensed Images.
IEEE Geosci. Remote. Sens. Lett.
Shounak Chakraborty, Moumita Roy, Farid Melgani
2019 J jnl
Towards Automatic Extraction and Updating of VGI-Based Road Networks Using Deep Learning.
Remote. Sens.
Prajowal Manandhar, Prashanth Reddy Marpu, Zeyar Aung, Farid Melgani
2019 C conf
Towards Generating Remote Sensing Images of the Far Past.
IGARSS
Mesay Belete Bejiga, Farid Melgani
2018 C conf
An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification.
IGARSS
Mesay Belete Bejiga, Farid Melgani
2018 J jnl
Convolutional SVM Networks for Object Detection in UAV Imagery.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Farid Melgani
2018 J jnl
Ensemble of Deep Models for Event Recognition.
ACM Trans. Multim. Comput. Commun. Appl.
Kashif Ahmad, Mohamed Lamine Mekhalfi, Nicola Conci, Farid Melgani, Francesco G. B. De Natale
2018 C conf
Gan-Based Domain Adaptation for Object Classification.
IGARSS
Mesay Belete Bejiga, Farid Melgani
2018 J jnl
Multilabel Conditional Random Field Classification for UAV Images.
IEEE Geosci. Remote. Sens. Lett.
Abdallah Zeggada, Souad Benbraika, Farid Melgani, Zouhir Mokhtari
2018 J jnl
Reconstructing Cloud-Contaminated Multispectral Images With Contextualized Autoencoder Neural Networks.
IEEE Trans. Geosci. Remote. Sens.
Salim Malek, Farid Melgani, Yakoub Bazi, Naif Alajlan
2018 J jnl
Spatial and Structured SVM for Multilabel Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Satoru Koda, Abdallah Zeggada, Farid Melgani, Ryuei Nishii
2017 J jnl
A Convolutional Neural Network Approach for Assisting Avalanche Search and Rescue Operations with UAV Imagery.
Remote. Sens.
Mesay Belete Bejiga, Abdallah Zeggada, Abdelhamid Nouffidj, Farid Melgani
2017 J jnl
A Deep Learning Approach to UAV Image Multilabeling.
IEEE Geosci. Remote. Sens. Lett.
Abdallah Zeggada, Farid Melgani, Yakoub Bazi
2017 B conf
A pool of deep models for event recognition.
ICIP
Kashif Ahmad, Mohamed Lamine Mekhalfi, Nicola Conci, Giulia Boato, Farid Melgani, Francesco G. B. De Natale
2017 C conf
Autoencoding approach to the cloud removal problem.
IGARSS
Salim Malek, Farid Melgani
2017 C conf
Complex-Valued Representation for RGB-D Object Recognition.
PSIVT
Rim Trabelsi, Issam Jabri, Farid Melgani, Fethi Smach, Nicola Conci, Ammar Bouallegue
2017 J jnl
Domain Adaptation Network for Cross-Scene Classification.
IEEE Trans. Geosci. Remote. Sens.
Essam Othman, Yakoub Bazi, Farid Melgani, Haikel Al-Hichri, Naif Alajlan, Mansour Zuair
2017 J jnl
Fast indoor scene description for blind people with multiresolution random projections.
J. Vis. Commun. Image Represent.
Mohamed Lamine Mekhalfi, Farid Melgani, Yakoub Bazi, Naif Alajlan
2017 C conf
Leaf development index estimation using UAV imagery for fighting apple scab.
IGARSS
Abdallah Zeggada, Alessandro Stella, Gennaro Caliendo, Farid Melgani, Maurizio Barazzuol, Nicola La Porta, Rino Goller
2017 — conf
Multilabeling UAV images with Autoencoder networks.
JURSE
Abdallah Zeggada, Farid Melgani
2017 J jnl
Real-Time Indoor Scene Description for the Visually Impaired Using Autoencoder Fusion Strategies with Visible Cameras.
Sensors
Salim Malek, Farid Melgani, Mohamed Lamine Mekhalfi, Yakoub Bazi
2016 C conf
Adaptive wave tracing for coastal bathymetry estimation.
IGARSS
Céline Danilo, Farid Melgani
2016 C conf
Convolutional neural networks for near real-time object detection from UAV imagery in avalanche search and rescue operations.
IGARSS
Mesay Belete Bejiga, Abdallah Zeggada, Farid Melgani
2016 J jnl
Deep learning approach for active classification of electrocardiogram signals.
Inf. Sci.
Mohamad Mahmoud Al Rahhal, Yakoub Bazi, Haikel Salem Alhichri, Naif Alajlan, Farid Melgani, Ronald R. Yager
2016 C conf
Multilabel classification of UAV images with Convolutional Neural Networks.
IGARSS
Abdallah Zeggada, Farid Melgani
2016 J jnl
Recovering the sight to blind people in indoor environments with smart technologies.
Expert Syst. Appl.
Mohamed Lamine Mekhalfi, Farid Melgani, Abdallah Zeggada, Francesco G. B. De Natale, Mohammed A.-M. Salem, Alaa M. Khamis
2016 J jnl
Three-Layer Convex Network for Domain Adaptation in Multitemporal VHR Images.
IEEE Geosci. Remote. Sens. Lett.
Essam Othman, Yakoub Bazi, Naif Alajlan, Haikel Al-Hichri, Farid Melgani
2016 J jnl
Wave Period and Coastal Bathymetry Using Wave Propagation on Optical Images.
IEEE Trans. Geosci. Remote. Sens.
Céline Danilo, Farid Melgani
2015 J jnl
A Compressive Sensing Approach to Describe Indoor Scenes for Blind People.
IEEE Trans. Circuits Syst. Video Technol.
Mohamed Lamine Mekhalfi, Farid Melgani, Yakoub Bazi, Naif Alajlan
2015 — conf
A fast screening method for detecting cars in UAV images over urban areas.
JURSE
Thomas Moranduzzo, Abdallah Zeggada, Farid Melgani
2015 J jnl
Classification of AAMI heartbeat classes with an interactive ELM ensemble learning approach.
Biomed. Signal Process. Control.
Mohamad Mahmoud Al Rahhal, Yakoub Bazi, Naif Alajlan, Salim Malek, Haikel Al-Hichri, Farid Melgani, Mansour Abdulaziz Al Zuair
2015 J jnl
Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett.
Mohamed Abdelkader Bencherif, Yakoub Bazi, Abderrezak Guessoum, Naif Alajlan, Farid Melgani, Haikel Salem Alhichri
2015 J jnl
Genetic algorithm-based method for mitigating label noise issue in ECG signal classification.
Biomed. Signal Process. Control.
Edoardo Pasolli, Farid Melgani
2015 C conf
LBP-based multiclass classification method for UAV imagery.
IGARSS
Thomas Moranduzzo, Mohamed Lamine Mekhalfi, Farid Melgani
2015 J jnl
Land-Cover Classification of Remotely Sensed Images Using Compressive Sensing Having Severe Scarcity of Labeled Patterns.
IEEE Geosci. Remote. Sens. Lett.
Moumita Roy, Farid Melgani, Ashish Ghosh, Enrico Blanzieri, Susmita Ghosh
2015 J jnl
Land-Use Classification With Compressive Sensing Multifeature Fusion.
IEEE Geosci. Remote. Sens. Lett.
Mohamed Lamine Mekhalfi, Farid Melgani, Yakoub Bazi, Naif Alajlan
2015 J jnl
Multiclass Coarse Analysis for UAV Imagery.
IEEE Trans. Geosci. Remote. Sens.
Thomas Moranduzzo, Farid Melgani, Mohamed Lamine Mekhalfi, Yakoub Bazi, Naif Alajlan
2015 C conf
Sparse modeling of the land use classification problem.
IGARSS
Mohamed Lamine Mekhalfi, Farid Melgani
2015 J jnl
Toward an assisted indoor scene perception for blind people with image multilabeling strategies.
Expert Syst. Appl.
Mohamed Lamine Mekhalfi, Farid Melgani, Yakoub Bazi, Naif Alajlan
2014 J jnl
Automatic Car Counting Method for Unmanned Aerial Vehicle Images.
IEEE Trans. Geosci. Remote. Sens.
Thomas Moranduzzo, Farid Melgani
2014 C conf
Car speed estimation method for UAV images.
IGARSS
Thomas Moranduzzo, Farid Melgani
2014 J jnl
Detecting Cars in UAV Images With a Catalog-Based Approach.
IEEE Trans. Geosci. Remote. Sens.
Thomas Moranduzzo, Farid Melgani
2014 J jnl
Detection of premature ventricular contraction arrhythmias in electrocardiogram signals with kernel methods.
Signal Image Video Process.
Naif Alajlan, Yakoub Bazi, Farid Melgani, Salim Malek, Mohamed Abdelkader Bencherif
2014 J jnl
Differential Evolution Extreme Learning Machine for the Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett.
Yakoub Bazi, Naif Alajlan, Farid Melgani, Haikel Hichri, Salim Malek, Ronald R. Yager
2014 J jnl
Efficient Framework for Palm Tree Detection in UAV Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Salim Malek, Yakoub Bazi, Naif Alajlan, Haikel Al-Hichri, Farid Melgani
2014 J jnl
Large-Scale Image Classification Using Active Learning.
IEEE Geosci. Remote. Sens. Lett.
Naif Alajlan, Edoardo Pasolli, Farid Melgani, Andrea Franzoso
2014 C conf
Monitoring structural damages in big industrial plants with UAV images.
IGARSS
Thomas Moranduzzo, Farid Melgani
2014 J jnl
Robust Estimation of Water Chlorophyll Concentrations With Gaussian Process Regression and IOWA Aggregation Operators.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Yakoub Bazi, Naif Alajlan, Farid Melgani, Haikel Al-Hichri, Ronald R. Yager
2014 J jnl
SVM Active Learning Approach for Image Classification Using Spatial Information.
IEEE Trans. Geosci. Remote. Sens.
Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery
2013 C conf
Adaptive basis pursuit compressive sensing reconstruction with histogram matching.
IGARSS
Luca Lorenzi, Grégoire Mercier, Farid Melgani
2013 J jnl
Assessing the Reconstructability of Shadow Areas in VHR Images.
IEEE Trans. Geosci. Remote. Sens.
Luca Lorenzi, Farid Melgani, Grégoire Mercier, Yakoub Bazi
2013 C conf
Comparison of different feature detectors and descriptors for car classification in UAV images.
IGARSS
Thomas Moranduzzo, Farid Melgani
2013 C conf
Contextual genetic algorithm for compressive sensing reconstruction of VHR images.
IGARSS
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2013 J jnl
Missing-Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective.
IEEE Trans. Geosci. Remote. Sens.
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2013 J jnl
Optical Image Classification: A Ground-Truth Design Framework.
IEEE Trans. Geosci. Remote. Sens.
Edoardo Pasolli, Farid Melgani, Naif Alajlan, Nicola Conci
2013 J jnl
Support Vector Regression With Kernel Combination for Missing Data Reconstruction.
IEEE Geosci. Remote. Sens. Lett.
Luca Lorenzi, Grégoire Mercier, Farid Melgani
2013 J jnl
Swarm Optimization of Structuring Elements for VHR Image Classification.
IEEE Geosci. Remote. Sens. Lett.
Abdelhamid Daamouche, Farid Melgani, Naif Alajlan, Nicola Conci
2013 J jnl
Using OWA Fusion Operators for the Classification of Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Naif Alajlan, Yakoub Bazi, Haikel Salem Alhichri, Farid Melgani, Ronald R. Yager
2012 J jnl
A Complete Processing Chain for Shadow Detection and Reconstruction in VHR Images.
IEEE Trans. Geosci. Remote. Sens.
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2012 C conf
A SIFT-SVM method for detecting cars in UAV images.
IGARSS
Thomas Moranduzzo, Farid Melgani
2012 J jnl
A wavelet optimization approach for ECG signal classification.
Biomed. Signal Process. Control.
Abdelhamid Daamouche, Latifa Hamami, Naif Alajlan, Farid Melgani
2012 J jnl
Active Learning Methods for Biophysical Parameter Estimation.
IEEE Trans. Geosci. Remote. Sens.
Edoardo Pasolli, Farid Melgani, Naif Alajlan, Yakoub Bazi
2012 C conf
An approach for classifying large scale images.
IGARSS
Edoardo Pasolli, Farid Melgani
2012 J jnl
Fusion of supervised and unsupervised learning for improved classification of hyperspectral images.
Inf. Sci.
Naif Alajlan, Yakoub Bazi, Farid Melgani, Ronald R. Yager
2012 J jnl
Improved Estimation of Water Chlorophyll Concentration With Semisupervised Gaussian Process Regression.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Naif Alajlan, Farid Melgani
2012 C conf
Orthogonal matching pursuit for VHR image reconstruction.
IGARSS
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2012 — conf
SVR active learning for product quality control.
ISSPA
Fouzi Douak, Farid Melgani, Edoardo Pasolli, Nabil Benoudjit
2012 C conf
Some criteria to assess the reconstructability of shadow areas.
IGARSS
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2011 C conf
Gaussian process regression within an active learning scheme.
IGARSS
Edoardo Pasolli, Farid Melgani
2011 C conf
Ground-truth assisted design for remote sensing image classification.
IGARSS
Edoardo Pasolli, Farid Melgani
2011 C conf
Improving active learning methods using spatial information.
IGARSS
Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery
2011 J jnl
Inpainting Strategies for Reconstruction of Missing Data in VHR Images.
IEEE Geosci. Remote. Sens. Lett.
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2011 C conf
Multiresolution inpainting for reconstruction of missing data in VHR images.
IGARSS
Luca Lorenzi, Farid Melgani, Grégoire Mercier
2011 J jnl
Support Vector Machine Active Learning Through Significance Space Construction.
IEEE Geosci. Remote. Sens. Lett.
Edoardo Pasolli, Farid Melgani, Yakoub Bazi
2010 J jnl
Active Learning Methods for Electrocardiographic Signal Classification.
IEEE Trans. Inf. Technol. Biomed.
Edoardo Pasolli, Farid Melgani
2010 J jnl
Gaussian Process Approach to Buried Object Size Estimation in GPR Images.
IEEE Geosci. Remote. Sens. Lett.
Edoardo Pasolli, Farid Melgani, Massimo Donelli
2010 J jnl
Gaussian Process Approach to Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Farid Melgani
2010 J jnl
Gaussian Process Regression for Estimating Chlorophyll Concentration in Subsurface Waters From Remote Sensing Data.
IEEE Geosci. Remote. Sens. Lett.
Luca Pasolli, Farid Melgani, Enrico Blanzieri
2010 C conf
Model-based active learning for SVM classification of remote sensing images.
IGARSS
Edoardo Pasolli, Farid Melgani
2010 C conf
Semisupervised Gaussian process regression for biophysical parameter estimation.
IGARSS
Yakoub Bazi, Farid Melgani
2010 J jnl
Unsupervised Change Detection in Multispectral Remotely Sensed Imagery With Level Set Methods.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Farid Melgani, Hamed D. Al-Sharari
2009 J jnl
A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples.
IEEE Trans. Geosci. Remote. Sens.
Noureddine Ghoggali, Farid Melgani, Yakoub Bazi
2009 — conf
A Pattern Recognition System for Extracting Buried Object Characteristics in GPR Images.
IGARSS (4)
Edoardo Pasolli, Farid Melgani, Massimo Donelli
2009 — conf
A Variational Level-set Method for Unsupervised Change Detection in Remote Sensing Images.
IGARSS (2)
Yakoub Bazi, Farid Melgani
2009 — conf
An Automatic Method for Counting Olive Trees in Very High Spatial Remote Sensing Images.
IGARSS (2)
Yakoub Bazi, Farid Melgani, Hamed D. Al-Sharari
2009 J jnl
Automatic Analysis of GPR Images: A Pattern-Recognition Approach.
IEEE Trans. Geosci. Remote. Sens.
Edoardo Pasolli, Farid Melgani, Massimo Donelli
2009 J jnl
Automatic Ground-Truth Validation With Genetic Algorithms for Multispectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Noureddine Ghoggali, Farid Melgani
2009 J jnl
Clustering of Hyperspectral Images Based on Multiobjective Particle Swarm Optimization.
IEEE Trans. Geosci. Remote. Sens.
Andrea Paoli, Farid Melgani, Edoardo Pasolli
2009 — conf
Optimizing Wavelets for Hyperspectral Image Classification.
IGARSS (2)
Abdelhamid Daamouche, Farid Melgani, Latifa Hamami
2009 J jnl
Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett.
Abdelhamid Daamouche, Farid Melgani
2009 — conf
Swarm Intelligence for Unsupervised Classification of Hyperspectral Images.
IGARSS (5)
Andrea Paoli, Farid Melgani, Edoardo Pasolli
2008 — conf
A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images.
IGARSS (4)
Noureddine Ghoggali, Farid Melgani
2008 — conf
Automatic Detection and Classification of Buried Objects in GPR Images Using Genetic Algorithms and Support Vector Machines.
IGARSS (2)
Edoardo Pasolli, Farid Melgani, Massimo Donelli, Redha Attoui, Mariette de Vos
2008 J jnl
Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization.
IEEE Trans. Inf. Technol. Biomed.
Farid Melgani, Yakoub Bazi
2008 — conf
Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes.
IGARSS (2)
Yakoub Bazi, Farid Melgani
2008 J jnl
Contextual Spatiospectral Postreconstruction of Cloud-Contaminated Images.
IEEE Geosci. Remote. Sens. Lett.
Souad Benabdelkader, Farid Melgani
2008 — conf
Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes.
IGARSS (2)
Luca Pasolli, Farid Melgani, Enrico Blanzieri
2008 — conf
Evolutionary Computation Approach to ECG Signal Classification.
BIOSIGNALS (1)
Farid Melgani, Yakoub Bazi
2008 J jnl
Genetic SVM Approach to Semisupervised Multitemporal Classification.
IEEE Geosci. Remote. Sens. Lett.
Noureddine Ghoggali, Farid Melgani
2008 J jnl
Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle.
IEEE Trans. Geosci. Remote. Sens.
Enrico Blanzieri, Farid Melgani
2008 — conf
Semi-Supervised Learning Based Color Iris Recognition.
ICNC (4)
Caitang Sun, Farid Melgani, Chunguang Zhou, Francesco G. B. De Natale, Libiao Zhang, Xiangdong Liu
2007 C conf
A multiobjective PSO inflation methodology for SVM regression with limited training samples.
IGARSS
Yakoub Bazi, Farid Melgani
2007 C conf
Cloud-contaminated image reconstruction with contextual spatio-spectral information.
IGARSS
Souad Benabdelkader, Farid Melgani, Mohammed Boulemden
2007 J jnl
Image thresholding based on the EM algorithm and the generalized Gaussian distribution.
Pattern Recognit.
Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani
2007 C conf
Semi-supervised multitemporal classification with support vector machines and genetic algorithms.
IGARSS
Noureddine Ghoggali, Farid Melgani
2007 J jnl
Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Farid Melgani
2006 J jnl
Automatic identification of the number and values of decision thresholds in the log-ratio image for change detection in SAR images.
IEEE Geosci. Remote. Sens. Lett.
Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani
2006 J jnl
Cell algorithms with data inflation for non-parametric classification.
Pattern Recognit. Lett.
Alessandro M. Palau, Farid Melgani, Sebastiano B. Serpico
2006 J jnl
Contextual reconstruction of cloud-contaminated multitemporal multispectral images.
IEEE Trans. Geosci. Remote. Sens.
Farid Melgani
2006 J jnl
Hierarchical ownership and deterministic watermarking of digital images via polynomial interpolation.
Signal Process. Image Commun.
Giulia Boato, Francesco G. B. De Natale, Claudio Fontanari, Farid Melgani
2006 J jnl
Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery.
IEEE Geosci. Remote. Sens. Lett.
Farid Melgani, Yakoub Bazi
2006 C conf
Robust Unsupervised Change Detection with Markov Random Fields.
IGARSS
Farid Melgani, Yakoub Bazi
2006 J jnl
Robust image binarization with ensembles of thresholding algorithms.
J. Electronic Imaging
Farid Melgani
2006 J jnl
Robust support vector regression for biophysical variable estimation from remotely sensed images.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Lorenzo Bruzzone, José Luis Rojo-Álvarez, Farid Melgani
2006 J jnl
Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Farid Melgani
2005 C conf
A near-lossless spread spectrum watermarking technique for remote sensing imagery.
IGARSS
Farid Melgani, Redha Benzid
2005 J jnl
An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images.
IEEE Trans. Geosci. Remote. Sens.
Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani
2005 — conf
Hierarchical deterministic image watermarking via polynomial interpolation.
ICIP (1)
Giulia Boato, Claudio Fontanari, Farid Melgani
2005 C conf
Reconstruction of cloud-contaminated multitemporal optical images with a contextual prediction method.
IGARSS
Farid Melgani
2005 J jnl
Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data.
IEEE Trans. Geosci. Remote. Sens.
Lorenzo Bruzzone, Farid Melgani
2004 C conf
A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines.
IGARSS
Lorenzo Bruzzone, Lorenzo Carlin, Farid Melgani
2004 C conf
An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution.
IGARSS
Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani
2004 J jnl
Classification Of Multitemporal Remote-Sensing Images By A Fuzzy Fusion Of Spectral And Spatio-Temporal Contextual Information.
Int. J. Pattern Recognit. Artif. Intell.
Farid Melgani
2004 J jnl
Classification of hyperspectral remote sensing images with support vector machines.
IEEE Trans. Geosci. Remote. Sens.
Farid Melgani, Lorenzo Bruzzone
2004 C conf
Estimation of biophysical parameters from optical remote-sensing images with high-order residues.
IGARSS
Farid Melgani, Lorenzo Bruzzone
2003 J jnl
A Markov random field approach to spatio-temporal contextual image classification.
IEEE Trans. Geosci. Remote. Sens.
Farid Melgani, Sebastiano B. Serpico
2003 C conf
A data fusion approach to unsupervised change detection.
IGARSS
Lorenzo Bruzzone, Farid Melgani
2003 C conf
A residual-based technique for the estimation of biophysical parameters from remote-sensing images.
IGARSS
Farid Melgani, Lorenzo Bruzzone
2003 C conf
An advanced classification system based on the back-propagation of consensus.
IGARSS
Lorenzo Bruzzone, Farid Melgani
2003 J jnl
Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification.
Integr. Comput. Aided Eng.
Farid Melgani, Sebastiano B. Serpico, Gianni Vernazza
2002 J jnl
A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images.
Pattern Recognit. Lett.
Farid Melgani, Sebastiano B. Serpico
2002 J jnl
Multisource data classification with dependence trees.
IEEE Trans. Geosci. Remote. Sens.
Mihai Datcu, Farid Melgani, Andrea Piardi, Sebastiano B. Serpico
2002 C conf
Partially supervised detection of changes from remote sensing images.
IGARSS
Gabriele Moser, Farid Melgani, Sebastiano Bruno Serpico, Alessandro Caruso
2002 C conf
Support vector machines for classification of hyperspectral remote-sensing images.
IGARSS
Farid Melgani, Lorenzo Bruzzone
2000 J jnl
An explicit fuzzy supervised classification method for multispectral remote sensing images.
IEEE Trans. Geosci. Remote. Sens.
Farid Melgani, Bakir A. R. Al Hashemy, Saleem M. R. Taha