Farid Melgani

According to our database, Farid Melgani authored at least 178 papers between 2000 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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., March, 2024

Machine-to-Machine Visual Dialoguing with ChatGPT for Enriched Textual Image Description.

Riccardo Ricci, Yakoub Bazi, Farid Melgani

Remote. Sens., February, 2024

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., December, 2023

CapERA: Captioning Events in Aerial Videos.

Laila Bashmal, Yakoub Bazi, Mohamad Mahmoud Al Rahhal, Mansour Zuair, Farid Melgani

Remote. Sens., April, 2023

Deep Learning-Based Apple Detection with Attention Module and Improved Loss Function in YOLO.

Praveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne

Remote. Sens., March, 2023

Improving Image Captioning Systems With Postprocessing Strategies.

Genc Hoxha, Giacomo Scuccato, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 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

Robust Image Captioning with Post-Generation Ensemble Method.

Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

A Novel SVM-Based Decoder for Remote Sensing Image Captioning.

Genc Hoxha, 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

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

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

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

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

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

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

IEEE Access, 2022

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

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images.

Youyou Li, Binbin He, Farid Melgani, Teng Long

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

NMF with feature relationship preservation penalty term for clustering problems.

Rachid Hedjam, Abdelhamid Abdesselam, Farid Melgani

Pattern Recognit., 2021

Improving Text Encoding for Retro-Remote Sensing.

Mesay Belete Bejiga, Genc Hoxha, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 2021

A deep neural network approach to QRS detection using autoencoders.

Mohamed Amine Belkadi, Abdelhamid Daamouche, Farid Melgani

Expert Syst. Appl., 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-Franois Pradat, Giovanni de Marco

Proceedings of the 10th International Symposium on Signal, Image, Video and Communications, 2021

An Active Learning Strategy for SVM-Based Captioning.

Genc Hoxha, Farid Melgani

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification.

Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Captioning Changes in Bi-Temporal Remote Sensing Images.

Seloua Chouaf, Genc Hoxha, Youcef Smara, Farid Melgani

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

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

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

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

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

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

Unsupervised Spectral-Spatial Feature Extraction With Generalized Autoencoder for Hyperspectral Imagery.

Satoru Koda, Farid Melgani, Ryuei Nishii

IEEE Geosci. Remote. Sens. Lett., 2020

Smart grid resources allocation using smart genetic heuristic.

Abderezak Touzene, Sultan Al Yahyai, Farid Melgani

Int. J. Comput. Appl. Technol., 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

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

Remote Sensing Image Captioning with SVM-Based Decoding.

Genc Hoxha, Farid Melgani

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

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

Capsule Networks for Object Detection in UAV Imagery.

Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir

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

High-Coverage Satellite-Based Coastal Bathymetry through a Fusion of Physical and Learning Methods.

Céline Danilo, Farid Melgani

Remote. Sens., 2019

Domain Adversarial Neural Networks for Large-Scale Land Cover Classification.

Mesay Belete Bejiga, Farid Melgani, Pietro Beraldini

Remote. Sens., 2019

Semisupervised Two-Level Fusion-Based Autoencoded Approach for Low-Cost Domain Adaptation of Remotely Sensed Images.

Shounak Chakraborty, Moumita Roy, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 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

Fully Convolutional SVM for Car Detection In Uav Imagery.

Youyou Li, Farid Melgani, Binbin He

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Retrieving Images with Generated Textual Descriptions.

Genc Hoxha, Farid Melgani, Begüm Demir

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN.

Rachid Hedjam, Abdelhamid Abdesselam, Farid Melgani

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images.

Gabriele Cavallaro, Yakoub Bazi, Farid Melgani, Morris Riedel

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Towards Generating Remote Sensing Images of the Far Past.

Mesay Belete Bejiga, Farid Melgani

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

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

Reconstructing Cloud-Contaminated Multispectral Images With Contextualized Autoencoder Neural Networks.

Salim Malek, Farid Melgani, Yakoub Bazi, Naif Alajlan

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

Convolutional SVM Networks for Object Detection in UAV Imagery.

Yakoub Bazi, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2018

Multilabel Conditional Random Field Classification for UAV Images.

Abdallah Zeggada, Souad Benbraika, Farid Melgani, Zouhir Mokhtari

IEEE Geosci. Remote. Sens. Lett., 2018

An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification.

Mesay Belete Bejiga, Farid Melgani

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Gan-Based Domain Adaptation for Object Classification.

Mesay Belete Bejiga, Farid Melgani

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

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

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

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

A Deep Learning Approach to UAV Image Multilabeling.

Abdallah Zeggada, Farid Melgani, Yakoub Bazi

IEEE Geosci. Remote. Sens. Lett., 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

Complex-Valued Representation for RGB-D Object Recognition.

Rim Trabelsi, Issam Jabri, Farid Melgani, Fethi Smach, Nicola Conci, Ammar Bouallegue

Proceedings of the Image and Video Technology - 8th Pacific-Rim Symposium, 2017

Multilabeling UAV images with Autoencoder networks.

Abdallah Zeggada, Farid Melgani

Proceedings of the Joint Urban Remote Sensing Event, 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

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Autoencoding approach to the cloud removal problem.

Salim Malek, Farid Melgani

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A pool of deep models for event recognition.

Kashif Ahmad, Mohamed Lamine Mekhalfi, Nicola Conci, Giulia Boato, Farid Melgani, Francesco G. B. De Natale

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

2016

Wave Period and Coastal Bathymetry Using Wave Propagation on Optical Images.

Céline Danilo, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 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

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

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

Multilabel classification of UAV images with Convolutional Neural Networks.

Abdallah Zeggada, Farid Melgani

Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Adaptive wave tracing for coastal bathymetry estimation.

Céline Danilo, Farid Melgani

Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

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

Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015

Multiclass Coarse Analysis for UAV Imagery.

Thomas Moranduzzo, Farid Melgani, Mohamed Lamine Mekhalfi, Yakoub Bazi, Naif Alajlan

IEEE Trans. Geosci. Remote. Sens., 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

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

Land-Use Classification With Compressive Sensing Multifeature Fusion.

Mohamed Lamine Mekhalfi, Farid Melgani, Yakoub Bazi, Naif Alajlan

IEEE Geosci. Remote. Sens. Lett., 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

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

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

Genetic algorithm-based method for mitigating label noise issue in ECG signal classification.

Edoardo Pasolli, Farid Melgani

Biomed. Signal Process. Control., 2015

A fast screening method for detecting cars in UAV images over urban areas.

Thomas Moranduzzo, Abdallah Zeggada, Farid Melgani

Proceedings of the Joint Urban Remote Sensing Event, 2015

LBP-based multiclass classification method for UAV imagery.

Thomas Moranduzzo, Mohamed Lamine Mekhalfi, Farid Melgani

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Sparse modeling of the land use classification problem.

Mohamed Lamine Mekhalfi, Farid Melgani

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

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

Detecting Cars in UAV Images With a Catalog-Based Approach.

Thomas Moranduzzo, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2014

Automatic Car Counting Method for Unmanned Aerial Vehicle Images.

Thomas Moranduzzo, Farid Melgani

IEEE Trans. Geosci. 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

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

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

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

Large-Scale Image Classification Using Active Learning.

Naif Alajlan, Edoardo Pasolli, Farid Melgani, Andrea Franzoso

IEEE Geosci. Remote. Sens. Lett., 2014

Monitoring structural damages in big industrial plants with UAV images.

Thomas Moranduzzo, Farid Melgani

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Car speed estimation method for UAV images.

Thomas Moranduzzo, Farid Melgani

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013

Optical Image Classification: A Ground-Truth Design Framework.

Edoardo Pasolli, Farid Melgani, Naif Alajlan, Nicola Conci

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

Missing-Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

IEEE Trans. Geosci. Remote. Sens., 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

Support Vector Regression With Kernel Combination for Missing Data Reconstruction.

Luca Lorenzi, Grégoire Mercier, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 2013

Swarm Optimization of Structuring Elements for VHR Image Classification.

Abdelhamid Daamouche, Farid Melgani, Naif Alajlan, Nicola Conci

IEEE Geosci. Remote. Sens. Lett., 2013

Comparison of different feature detectors and descriptors for car classification in UAV images.

Thomas Moranduzzo, Farid Melgani

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Contextual genetic algorithm for compressive sensing reconstruction of VHR images.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Adaptive basis pursuit compressive sensing reconstruction with histogram matching.

Luca Lorenzi, Grégoire Mercier, Farid Melgani

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012

Active Learning Methods for Biophysical Parameter Estimation.

Edoardo Pasolli, Farid Melgani, Naif Alajlan, Yakoub Bazi

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

Improved Estimation of Water Chlorophyll Concentration With Semisupervised Gaussian Process Regression.

Yakoub Bazi, Naif Alajlan, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 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

A wavelet optimization approach for ECG signal classification.

Abdelhamid Daamouche, Latifa Hamami, Naif Alajlan, Farid Melgani

Biomed. Signal Process. Control., 2012

SVR active learning for product quality control.

Fouzi Douak, Farid Melgani, Edoardo Pasolli, Nabil Benoudjit

Proceedings of the 11th International Conference on Information Science, 2012

An approach for classifying large scale images.

Edoardo Pasolli, Farid Melgani

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A SIFT-SVM method for detecting cars in UAV images.

Thomas Moranduzzo, Farid Melgani

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Some criteria to assess the reconstructability of shadow areas.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Orthogonal matching pursuit for VHR image reconstruction.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011

Support Vector Machine Active Learning Through Significance Space Construction.

Edoardo Pasolli, Farid Melgani, Yakoub Bazi

IEEE Geosci. Remote. Sens. Lett., 2011

Inpainting Strategies for Reconstruction of Missing Data in VHR Images.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

IEEE Geosci. Remote. Sens. Lett., 2011

Improving active learning methods using spatial information.

Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Gaussian process regression within an active learning scheme.

Edoardo Pasolli, Farid Melgani

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Ground-truth assisted design for remote sensing image classification.

Edoardo Pasolli, Farid Melgani

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Multiresolution inpainting for reconstruction of missing data in VHR images.

Luca Lorenzi, Farid Melgani, Grégoire Mercier

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2010

Active Learning Methods for Electrocardiographic Signal Classification.

Edoardo Pasolli, Farid Melgani

IEEE Trans. Inf. Technol. Biomed., 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

Gaussian Process Approach to Remote Sensing Image Classification.

Yakoub Bazi, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 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 Regression for Estimating Chlorophyll Concentration in Subsurface Waters From Remote Sensing Data.

Luca Pasolli, Farid Melgani, Enrico Blanzieri

IEEE Geosci. Remote. Sens. Lett., 2010

Model-based active learning for SVM classification of remote sensing images.

Edoardo Pasolli, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Semisupervised Gaussian process regression for biophysical parameter estimation.

Yakoub Bazi, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009

Automatic Analysis of GPR Images: A Pattern-Recognition Approach.

Edoardo Pasolli, Farid Melgani, Massimo Donelli

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

A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples.

Noureddine Ghoggali, Farid Melgani, Yakoub Bazi

IEEE Trans. Geosci. Remote. Sens., 2009

Automatic Ground-Truth Validation With Genetic Algorithms for Multispectral Image Classification.

Noureddine Ghoggali, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2009

Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification.

Abdelhamid Daamouche, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 2009

A Pattern Recognition System for Extracting Buried Object Characteristics in GPR Images.

Edoardo Pasolli, Farid Melgani, Massimo Donelli

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Swarm Intelligence for Unsupervised Classification of Hyperspectral Images.

Andrea Paoli, Farid Melgani, Edoardo Pasolli

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Optimizing Wavelets for Hyperspectral Image Classification.

Abdelhamid Daamouche, Farid Melgani, Latifa Hamami

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

An Automatic Method for Counting Olive Trees in Very High Spatial Remote Sensing Images.

Yakoub Bazi, Farid Melgani, Hamed D. Al-Sharari

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

A Variational Level-set Method for Unsupervised Change Detection in Remote Sensing Images.

Yakoub Bazi, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

2008

Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization.

Farid Melgani, Yakoub Bazi

IEEE Trans. Inf. Technol. Biomed., 2008

Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle.

Enrico Blanzieri, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2008

Genetic SVM Approach to Semisupervised Multitemporal Classification.

Noureddine Ghoggali, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 2008

Contextual Spatiospectral Postreconstruction of Cloud-Contaminated Images.

Souad Benabdelkader, Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 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

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes.

Luca Pasolli, Farid Melgani, Enrico Blanzieri

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images.

Noureddine Ghoggali, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes.

Yakoub Bazi, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Semi-Supervised Learning Based Color Iris Recognition.

Caitang Sun, Farid Melgani, Chunguang Zhou, Francesco G. B. De Natale, Libiao Zhang, Xiangdong Liu

Proceedings of the Fourth International Conference on Natural Computation, 2008

Evolutionary Computation Approach to ECG Signal Classification.

Farid Melgani, Yakoub Bazi

Proceedings of the First International Conference on Biomedical Electronics and Devices, 2008

2007

Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation.

Yakoub Bazi, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2007

Image thresholding based on the EM algorithm and the generalized Gaussian distribution.

Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani

Pattern Recognit., 2007

Semi-supervised multitemporal classification with support vector machines and genetic algorithms.

Noureddine Ghoggali, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Cloud-contaminated image reconstruction with contextual spatio-spectral information.

Souad Benabdelkader, Farid Melgani, Mohammed Boulemden

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

A multiobjective PSO inflation methodology for SVM regression with limited training samples.

Yakoub Bazi, Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006

Contextual reconstruction of cloud-contaminated multitemporal multispectral images.

Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 2006

Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images.

Yakoub Bazi, Farid Melgani

IEEE Trans. Geosci. Remote. Sens., 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

Cell algorithms with data inflation for non-parametric classification.

Alessandro M. Palau, Farid Melgani, Sebastiano B. Serpico

Pattern Recognit. Lett., 2006

Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery.

Farid Melgani, Yakoub Bazi

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

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 image binarization with ensembles of thresholding algorithms.

Farid Melgani

J. Electronic Imaging, 2006

Robust Unsupervised Change Detection with Markov Random Fields.

Farid Melgani, Yakoub Bazi

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

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

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

A near-lossless spread spectrum watermarking technique for remote sensing imagery.

Farid Melgani, Redha Benzid

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Reconstruction of cloud-contaminated multitemporal optical images with a contextual prediction method.

Farid Melgani

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Hierarchical deterministic image watermarking via polynomial interpolation.

Giulia Boato, Claudio Fontanari, Farid Melgani

Proceedings of the 2005 International Conference on Image Processing, 2005

2004

Classification of hyperspectral remote sensing images with support vector machines.

Farid Melgani, Lorenzo Bruzzone

IEEE Trans. Geosci. Remote. Sens., 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

Estimation of biophysical parameters from optical remote-sensing images with high-order residues.

Farid Melgani, Lorenzo Bruzzone

Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines.

Lorenzo Bruzzone, Lorenzo Carlin, Farid Melgani

Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution.

Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani

Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

2003

A Markov random field approach to spatio-temporal contextual image classification.

Farid Melgani, Sebastiano B. Serpico

IEEE Trans. Geosci. Remote. Sens., 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 residual-based technique for the estimation of biophysical parameters from remote-sensing images.

Farid Melgani, Lorenzo Bruzzone

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

An advanced classification system based on the back-propagation of consensus.

Lorenzo Bruzzone, Farid Melgani

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

A data fusion approach to unsupervised change detection.

Lorenzo Bruzzone, Farid Melgani

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

2002

Multisource data classification with dependence trees.

Mihai Datcu, Farid Melgani, Andrea Piardi, Sebastiano B. Serpico

IEEE Trans. Geosci. Remote. Sens., 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

Partially supervised detection of changes from remote sensing images.

Gabriele Moser, Farid Melgani, Sebastiano Bruno Serpico, A. Caruso

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

Support vector machines for classification of hyperspectral remote-sensing images.

Farid Melgani, Lorenzo Bruzzone

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002

2000

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