A Design-of-Experiments-Based Approach for Efficient Estimation of Bimodal Gaussian Mixture Weights.

Farid Melgani https://orcid.org/0000-0001-9745-3732 https://www.wikidata.org/entity/Q89284779 https://ieeexplore.ieee.org/author/37274823900

Gustavo S. Leal Lupércio F. Bessegato Yasmin S. M. Xavier Farid Melgani Pedro Paulo Balestrassi A Design-of-Experiments-Based Approach for Efficient Estimation of Bimodal Gaussian Mixture Weights. 168322-168334 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3614023 db/journals/access/access13.html#LealBXMB25 streams/journals/access

Franco B. Rocha Paulo Rotella Junior Pedro Paulo Balestrassi Farid Melgani Antonio C. Zambroni de Souza Optimizing Neural Network Ensemble for Short-Term Load Forecasting: A Case Study of a Brazilian Electrical Distribution System. 207903-207915 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3641712 db/journals/access/access13.html#RochaJBMS25 streams/journals/access

Leandro Duarte Pereira Fabrício Alves de Almeida Farid Melgani Pedro Paulo Balestrassi Efficient approaches for binary classification in extremely imbalanced databases: A systematic literature review. 107867 2025 187 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2025.107867 db/journals/infsof/infsof187.html#PereiraAMB25 streams/journals/infsof

Youyou Li Yuxiang Fang Shixiong Zhou Teng Long 0002 Yicheng Zhang Nuno Antunes Ribeiro Farid Melgani A Lightweight Normalization-Free Architecture for Object Detection in High-Spatial-Resolution Remote Sensing Imagery. 24491-24508 2025 18 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2025.3609658 db/journals/staeors/staeors18.html#LiFZLZRM25 streams/journals/staeors

Selene Tomassini Abdallah Zeggada Carlo Cosimo Quattrocchi Farid Melgani Paolo Giorgini Self-Attentive Deep Fusion Framework with Transformer-Based Semantics for Emergency Head CT Reporting. MetroXRAINE 2025 705-710 conf/metroxraine/2025 https://doi.org/10.1109/MetroXRAINE66377.2025.11340501 db/conf/metroxraine/metroxraine2025.html#TomassiniZQMG25 streams/conf/metroxraine

Praveen Kumar Sekharamantry Farid Melgani Jonni Malacarne Riccardo Ricci Rodrigo Silva José Marcato Junior A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention Mechanism. 83 2024 March 13 Comput. 3 https://doi.org/10.3390/computers13030083 db/journals/computers/computers13.html#SekharamantryMMRSJ24

Riccardo Ricci Yakoub Bazi Farid Melgani Machine-to-Machine Visual Dialoguing with ChatGPT for Enriched Textual Image Description. 441 2024 February 16 Remote. Sens. 3 https://doi.org/10.3390/rs16030441 https://www.wikidata.org/entity/Q129381798 db/journals/remotesensing/remotesensing16.html#RicciBM24

Yakoub Bazi Laila Bashmal Mohamad Mahmoud Al Rahhal Riccardo Ricci Farid Melgani RS-LLaVA: A Large Vision-Language Model for Joint Captioning and Question Answering in Remote Sensing Imagery. 1477 2024 May 16 Remote. Sens. 9 https://doi.org/10.3390/rs16091477 db/journals/remotesensing/remotesensing16.html#BaziBRRM24

Abdelkader Riche Ammar Drias Mawloud Guermoui Tarek Gherib Tayeb Boulmaiz Boularbah Souissi Farid Melgani A Novel Hybrid Deep-Learning Approach for Flood-Susceptibility Mapping. 3673 2024 October 16 Remote. Sens. 19 https://doi.org/10.3390/rs16193673 db/journals/remotesensing/remotesensing16.html#RicheDGGBSM24 streams/journals/remotesensing

Pakezhamu Nuradili Ji Zhou 0001 Guiyun Zhou Farid Melgani Deep Learning Method for Wetland Segmentation in Unmanned Aerial Vehicle Multispectral Imagery. 4777 2024 16 Remote. Sens. 24 https://doi.org/10.3390/rs16244777 db/journals/remotesensing/remotesensing16.html#NuradiliZZM24 streams/journals/remotesensing

Riccardo Ricci Farid Melgani José Marcato Junior Wesley Nunes Gonçalves NLP-Based Fusion Approach to Robust Image Captioning. 11809-11822 2024 17 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2024.3413323 db/journals/staeors/staeors17.html#RicciMJG24

Mohammed Bouzenita Leila Hayet Mouss Farid Melgani Toufik Bentrcia A Short Review on Industrial Prognostic Hybrid Approaches: Concepts, Techniques and Applications. 452-457 2024 ICSC https://doi.org/10.1109/ICSC63929.2024.10928759 conf/icsc2/2024 db/conf/icsc2/icsc2024.html#BouzenitaMMB24 streams/conf/icsc2 Pakezhamu Nuradili Ji Zhou 0001 Farid Melgani Wetland Segmentation Method for UAV Multispectral Remote Sensing Images Based on SegFormer. 6576-6579 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10642790 conf/igarss/2024 db/conf/igarss/igarss2024.html#NuradiliZM24 streams/conf/igarss Selene Tomassini Carlo Cosimo Quattrocchi Abdallah Zeggada Damiano Duranti Farid Melgani Paolo Giorgini A Deep-Learning System for Detecting the Brain MRI Anatomical Plane to be Examined with Priority in Alzheimer's Disease. 71-76 2024 MetroXRAINE https://doi.org/10.1109/MetroXRAINE62247.2024.10795957 conf/metroxraine/2024 db/conf/metroxraine/metroxraine2024.html#TomassiniQZDMG24 streams/conf/metroxraine

Praveen Kumar Sekharamantry Farid Melgani Jonni Malacarne Deep Learning-Based Apple Detection with Attention Module and Improved Loss Function in YOLO. 1516 2023 March 15 Remote. Sens. 6 https://doi.org/10.3390/rs15061516 db/journals/remotesensing/remotesensing15.html#SekharamantryMM23

Laila Bashmal Yakoub Bazi Mohamad Mahmoud Al Rahhal Mansour Zuair Farid Melgani CapERA: Captioning Events in Aerial Videos. 2139 2023 April 15 Remote. Sens. 8 https://doi.org/10.3390/rs15082139 db/journals/remotesensing/remotesensing15.html#BashmalBRZM23

Khaled Al-Jabri Yaseen A. Al-Mulla Farid Melgani Alexandros Stefanakis Remote Sensing Analysis for Vegetation Assessment of a Large-Scale Constructed Wetland Treating Produced Water Polluted with Oil Hydrocarbons. 5632 2023 December 15 Remote. Sens. 24 https://doi.org/10.3390/rs15245632 https://www.wikidata.org/entity/Q130653345 db/journals/remotesensing/remotesensing15.html#AlJabriAMS23

Laila Bashmal Yakoub Bazi Farid Melgani Riccardo Ricci Mohamad Mahmoud Al Rahhal Mansour Zuair Visual Question Generation From Remote Sensing Images. 3279-3293 2023 16 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2023.3261361 db/journals/staeors/staeors16.html#BashmalBMRRZ23

Genc Hoxha Giacomo Scuccato Farid Melgani Improving Image Captioning Systems With Postprocessing Strategies. 1-13 2023 61 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3281334 db/journals/tgrs/tgrs61.html#HoxhaSM23

Riccardo Ricci Farid Melgani José Marcato Junior Wesley Nunes Gonçalves Robust Image Captioning with Post-Generation Ensemble Method. 5234-5237 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10281769 conf/igarss/2023 db/conf/igarss/igarss2023.html#RicciMJG23

Mayar A. Shafaey Farid Melgani Mohammed A.-M. Salem Maryam N. Al-Berry Hala Mousher Ebeid El-Sayed A. El-Dahshan Mohamed F. Tolba 0001 Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks. 133174-133185 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3231579 db/journals/access/access10.html#ShafaeyMSAEET22

Alessandro dos Santos Ferreira José Marcato Junior Hemerson Pistori Farid Melgani Wesley Nunes Gonçalves Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection. 107480 2022 203 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2022.107480 db/journals/cea/cea203.html#FerreiraJPMG22

Mohammed Bouzenita Leila Hayet Mouss Farid Melgani Toufik Bentrcia New fusion frameworks including explicit weighting functions for the remaining useful life prognostics. 116091 2022 189 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2021.116091 db/journals/eswa/eswa189.html#BouzenitaMMB22

Edoardo Pasetto Morris Riedel Farid Melgani Kristel Michielsen Gabriele Cavallaro Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2022.3200325 db/journals/lgrs/lgrs19.html#PasettoRMMC22

Mohamad Mahmoud Al Rahhal Yakoub Bazi Norah A. Alsharif Laila Bashmal Naif Alajlan Farid Melgani Multilanguage Transformer for Improved Text to Remote Sensing Image Retrieval. 9115-9126 2022 15 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2022.3215803 db/journals/staeors/staeors15.html#RahhalBABAM22

Yakoub Bazi Mohamad Mahmoud Al Rahhal Mohamed Lamine Mekhalfi Mansour Abdulaziz Al Zuair Farid Melgani Bi-Modal Transformer-Based Approach for Visual Question Answering in Remote Sensing Imagery. 1-11 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3192460 db/journals/tgrs/tgrs60.html#BaziRMZM22

Genc Hoxha Seloua Chouaf Farid Melgani Youcef Smara Change Captioning: A New Paradigm for Multitemporal Remote Sensing Image Analysis. 1-14 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3195692 db/journals/tgrs/tgrs60.html#HoxhaCMS22

Genc Hoxha Farid Melgani A Novel SVM-Based Decoder for Remote Sensing Image Captioning. 1-14 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3105004 db/journals/tgrs/tgrs60.html#HoxhaM22

Edoardo Pasetto Amer Delilbasic Gabriele Cavallaro Madita Willsch Farid Melgani Morris Riedel Kristel Michielsen Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing. 4903-4906 2022 IGARSS https://doi.org/10.1109/IGARSS46834.2022.9883963 conf/igarss/2022 db/conf/igarss/igarss2022.html#PasettoDCWMRM22

Mohamed Amine Belkadi Abdelhamid Daamouche Farid Melgani A deep neural network approach to QRS detection using autoencoders. 115528 2021 184 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2021.115528 db/journals/eswa/eswa184.html#BelkadiDM21

Mesay Belete Bejiga Genc Hoxha Farid Melgani Improving Text Encoding for Retro-Remote Sensing. 622-626 2021 18 IEEE Geosci. Remote. Sens. Lett. 4 https://doi.org/10.1109/LGRS.2020.2983851 db/journals/lgrs/lgrs18.html#BejigaHM21

Rachid Hedjam Abdelhamid Abdesselam Farid Melgani NMF with feature relationship preservation penalty term for clustering problems. 107814 2021 112 Pattern Recognit. https://doi.org/10.1016/j.patcog.2021.107814 db/journals/pr/pr112.html#HedjamAM21

Youyou Li Binbin He Farid Melgani Teng Long 0002 Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images. 5361-5371 2021 14 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2021.3076072 db/journals/staeors/staeors14.html#LiHML21

Amer Delilbasic Gabriele Cavallaro Madita Willsch Farid Melgani Morris Riedel Kristel Michielsen Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification. 2608-2611 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9554802 conf/igarss/2021 db/conf/igarss/igarss2021.html#DelilbasicCWMRM21 Seloua Chouaf Genc Hoxha Youcef Smara Farid Melgani Captioning Changes in Bi-Temporal Remote Sensing Images. 2891-2894 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9554419 conf/igarss/2021 db/conf/igarss/igarss2021.html#ChouafHSM21 Genc Hoxha Farid Melgani An Active Learning Strategy for SVM-Based Captioning. 3229-3232 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9553619 conf/igarss/2021 db/conf/igarss/igarss2021.html#HoxhaM21 Yosra Saidane Farid Melgani Sofia Ben Jebara Pierre-François Pradat Giovanni de Marco Classification between upper and lower motor neurons in amyotrophic lateral sclerosis patients by electromyographic processing and analysis. 1-7 2021 ISIVC https://doi.org/10.1109/ISIVC49222.2021.9487536 conf/isivc/2021 db/conf/isivc/isivc2021.html#SaidaneMJPM21

Viacheslav V. Danilov Igor P. Skirnevskiy Roman A. Manakov Olga M. Gerget Farid Melgani Feature selection algorithm based on PDF/PMF area difference. 2020 57 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2019.101681 db/journals/bspc/bspc57.html#DanilovSMGM20

Abderezak Touzene Sultan Al Yahyai Farid Melgani Smart grid resources allocation using smart genetic heuristic. 125-134 2020 63 Int. J. Comput. Appl. Technol. 1/2 https://doi.org/10.1504/IJCAT.2020.107918 db/journals/ijcat/ijcat63.html#TouzeneYM20

Satoru Koda Farid Melgani Ryuei Nishii Unsupervised Spectral-Spatial Feature Extraction With Generalized Autoencoder for Hyperspectral Imagery. 469-473 2020 17 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2019.2921225 https://www.wikidata.org/entity/Q127457669 db/journals/lgrs/lgrs17.html#KodaMN20

Mohammed Bouzenita Leila Hayet Mouss Farid Melgani Toufik Bentrcia New fusion and selection approaches for estimating the remaining useful life using Gaussian process regression and induced ordered weighted averaging operators. 2146-2169 2020 36 Qual. Reliab. Eng. Int. 6 https://doi.org/10.1002/qre.2688 db/journals/qre/qre36.html#BouzenitaMMB20

Mohamed Lamine Mekhalfi Carlo Nicolò Ivan Ianniello Federico Calamita Rino Goller Maurizio Barazzuol Farid Melgani Vision System for Automatic On-Tree Kiwifruit Counting and Yield Estimation. 4214 2020 20 Sensors 15 https://doi.org/10.3390/s20154214 https://www.wikidata.org/entity/Q98201270 db/journals/sensors/sensors20.html#MekhalfiNICGBM20

Rachid Hedjam Abdelhamid Abdesselam Farid Melgani Change Detection in Unlabeled Optical Remote Sensing Data Using Siamese CNN. 4178-4187 2020 13 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2020.3009116 db/journals/staeors/staeors13.html#HedjamAM20

Genc Hoxha Farid Melgani Begüm Demir Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective. 4462-4475 2020 13 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2020.3013818 db/journals/staeors/staeors13.html#HoxhaMD20

Youyou Li Farid Melgani Binbin He CSVM Architectures for Pixel-Wise Object Detection in High-Resolution Remote Sensing Images. 6059-6070 2020 58 IEEE Trans. Geosci. Remote. Sens. 9 https://doi.org/10.1109/TGRS.2020.2972289 db/journals/tgrs/tgrs58.html#LiMH20

Genc Hoxha Farid Melgani Remote Sensing Image Captioning with SVM-Based Decoding. 6734-6737 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9323651 conf/igarss/2020 db/conf/igarss/igarss2020.html#HoxhaM20

Umut Özkaya Saban Öztürk Serkan Budak Farid Melgani Kemal Polat Classification of COVID-19 in Chest CT Images using Convolutional Support Vector Machines. 2020 abs/2011.05746 CoRR https://arxiv.org/abs/2011.05746 db/journals/corr/corr2011.html#abs-2011-05746

Rim Trabelsi Issam Jabri Farid Melgani Fethi Smach Nicola Conci Ammar Bouallegue Indoor object recognition in RGBD images with complex-valued neural networks for visually-impaired people. 94-103 2019 330 Neurocomputing https://doi.org/10.1016/j.neucom.2018.11.032 db/journals/ijon/ijon330.html#TrabelsiJMSCB19

Shounak Chakraborty 0002 Moumita Roy 0001 Farid Melgani Semisupervised Two-Level Fusion-Based Autoencoded Approach for Low-Cost Domain Adaptation of Remotely Sensed Images. 1041-1045 2019 16 IEEE Geosci. Remote. Sens. Lett. 7 https://doi.org/10.1109/LGRS.2019.2893647 https://www.wikidata.org/entity/Q128475545 db/journals/lgrs/lgrs16.html#ChakrabortyRM19

Céline Danilo Farid Melgani High-Coverage Satellite-Based Coastal Bathymetry through a Fusion of Physical and Learning Methods. 376 2019 11 Remote. Sens. 4 https://doi.org/10.3390/rs11040376 https://www.wikidata.org/entity/Q128391810 db/journals/remotesensing/remotesensing11.html#DaniloM19

Prajowal Manandhar Prashanth Reddy Marpu Zeyar Aung Farid Melgani Towards Automatic Extraction and Updating of VGI-Based Road Networks Using Deep Learning. 1012 2019 11 Remote. Sens. 9 https://doi.org/10.3390/rs11091012 https://www.wikidata.org/entity/Q127974148 db/journals/remotesensing/remotesensing11.html#ManandharMAM19

Mesay Belete Bejiga Farid Melgani Pietro Beraldini Domain Adversarial Neural Networks for Large-Scale Land Cover Classification. 1153 2019 11 Remote. Sens. 10 https://doi.org/10.3390/rs11101153 https://www.wikidata.org/entity/Q127870313 db/journals/remotesensing/remotesensing11.html#BejigaMB19

Mohamed Lamine Mekhalfi Mesay Belete Bejiga Davide Soresina Farid Melgani Begüm Demir Capsule Networks for Object Detection in UAV Imagery. 1694 2019 11 Remote. Sens. 14 https://doi.org/10.3390/rs11141694 https://www.wikidata.org/entity/Q127467093 db/journals/remotesensing/remotesensing11.html#MekhalfiBSMD19

Mesay Belete Bejiga Farid Melgani Antonio Vascotto Retro-Remote Sensing: Generating Images From Ancient Texts. 950-960 2019 12 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 3 https://doi.org/10.1109/JSTARS.2019.2895693 https://www.wikidata.org/entity/Q128268213 db/journals/staeors/staeors12.html#BejigaMV19

Gabriele Cavallaro Yakoub Bazi Farid Melgani Morris Riedel Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images. 875-878 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8899831 conf/igarss/2019 db/conf/igarss/igarss2019.html#CavallaroBMR19 Rachid Hedjam Abdelhamid Abdesselam Farid Melgani Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN. 1530-1533 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898672 conf/igarss/2019 db/conf/igarss/igarss2019.html#HedjamAM19 Youyou Li Farid Melgani Binbin He Fully Convolutional SVM for Car Detection In Uav Imagery. 2451-2454 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898661 conf/igarss/2019 db/conf/igarss/igarss2019.html#LiMH19 Genc Hoxha Farid Melgani Begüm Demir Retrieving Images with Generated Textual Descriptions. 5812-5815 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8899321 conf/igarss/2019 db/conf/igarss/igarss2019.html#HoxhaMD19 Mesay Belete Bejiga Farid Melgani Towards Generating Remote Sensing Images of the Far Past. 9502-9505 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8899834 conf/igarss/2019 db/conf/igarss/igarss2019.html#BejigaM19

Abdallah Zeggada Souad Benbraika Farid Melgani Zouhir Mokhtari Multilabel Conditional Random Field Classification for UAV Images. 399-403 2018 15 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2018.2790426 db/journals/lgrs/lgrs15.html#ZeggadaBMM18

Salim Malek Farid Melgani Yakoub Bazi Naif Alajlan Reconstructing Cloud-Contaminated Multispectral Images With Contextualized Autoencoder Neural Networks. 2270-2282 2018 56 IEEE Trans. Geosci. Remote. Sens. 4 https://doi.org/10.1109/TGRS.2017.2777886 db/journals/tgrs/tgrs56.html#MalekMBA18

Yakoub Bazi Farid Melgani Convolutional SVM Networks for Object Detection in UAV Imagery. 3107-3118 2018 56 IEEE Trans. Geosci. Remote. Sens. 6 https://doi.org/10.1109/TGRS.2018.2790926 db/journals/tgrs/tgrs56.html#BaziM18

Satoru Koda Abdallah Zeggada Farid Melgani Ryuei Nishii Spatial and Structured SVM for Multilabel Image Classification. 5948-5960 2018 56 IEEE Trans. Geosci. Remote. Sens. 10 https://doi.org/10.1109/TGRS.2018.2828862 https://www.wikidata.org/entity/Q129770862 db/journals/tgrs/tgrs56.html#KodaZMN18

Kashif Ahmad Mohamed Lamine Mekhalfi Nicola Conci Farid Melgani Francesco G. B. De Natale Ensemble of Deep Models for Event Recognition. 51:1-51:20 2018 14 ACM Trans. Multim. Comput. Commun. Appl. 2 https://doi.org/10.1145/3199668 https://www.wikidata.org/entity/Q129878135 db/journals/tomccap/tomccap14.html#AhmadMCMN18

Mesay Belete Bejiga Farid Melgani Gan-Based Domain Adaptation for Object Classification. 1264-1267 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8518649 conf/igarss/2018 db/conf/igarss/igarss2018.html#BejigaM18 Mesay Belete Bejiga Farid Melgani An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification. 3575-3578 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8518500 conf/igarss/2018 db/conf/igarss/igarss2018.html#BejigaM18a

Mohamed Lamine Mekhalfi Farid Melgani Yakoub Bazi Naif Alajlan Fast indoor scene description for blind people with multiresolution random projections. 95-105 2017 44 J. Vis. Commun. Image Represent. https://doi.org/10.1016/j.jvcir.2017.01.025 db/journals/jvcir/jvcir44.html#MekhalfiMBA17

Abdallah Zeggada Farid Melgani Yakoub Bazi A Deep Learning Approach to UAV Image Multilabeling. 694-698 2017 14 IEEE Geosci. Remote. Sens. Lett. 5 https://doi.org/10.1109/LGRS.2017.2671922 db/journals/lgrs/lgrs14.html#ZeggadaMB17

Mesay Belete Bejiga Abdallah Zeggada Abdelhamid Nouffidj Farid Melgani A Convolutional Neural Network Approach for Assisting Avalanche Search and Rescue Operations with UAV Imagery. 100 2017 9 Remote. Sens. 2 https://doi.org/10.3390/rs9020100 db/journals/remotesensing/remotesensing9.html#BejigaZNM17

Salim Malek Farid Melgani Mohamed Lamine Mekhalfi Yakoub Bazi Real-Time Indoor Scene Description for the Visually Impaired Using Autoencoder Fusion Strategies with Visible Cameras. 2641 2017 17 Sensors 11 https://doi.org/10.3390/s17112641 https://www.wikidata.org/entity/Q47342606 db/journals/sensors/sensors17.html#MalekMMB17

Essam Othman Yakoub Bazi Farid Melgani Haikel Al-Hichri Naif Alajlan Mansour Zuair Domain Adaptation Network for Cross-Scene Classification. 4441-4456 2017 55 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2017.2692281 db/journals/tgrs/tgrs55.html#OthmanBMAAZ17

Kashif Ahmad Mohamed Lamine Mekhalfi Nicola Conci Giulia Boato Farid Melgani Francesco G. B. De Natale A pool of deep models for event recognition. 2886-2890 2017 ICIP https://doi.org/10.1109/ICIP.2017.8296810 conf/icip/2017 db/conf/icip/icip2017.html#AhmadMCBMN17 Salim Malek Farid Melgani Autoencoding approach to the cloud removal problem. 4848-4850 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8128088 conf/igarss/2017 db/conf/igarss/igarss2017.html#MalekM17 Abdallah Zeggada Alessandro Stella Gennaro Caliendo Farid Melgani Maurizio Barazzuol Nicola La Porta Rino Goller Leaf development index estimation using UAV imagery for fighting apple scab. 5838-5841 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8128336 https://www.wikidata.org/entity/Q57847931 conf/igarss/2017 db/conf/igarss/igarss2017.html#ZeggadaSCMBPG17 Abdallah Zeggada Farid Melgani Multilabeling UAV images with Autoencoder networks. 1-4 2017 JURSE https://doi.org/10.1109/JURSE.2017.7924544 conf/jurse/2017 db/conf/jurse/jurse2017.html#ZeggadaM17 Rim Trabelsi Issam Jabri Farid Melgani Fethi Smach Nicola Conci Ammar Bouallegue Complex-Valued Representation for RGB-D Object Recognition. 17-27 2017 PSIVT https://doi.org/10.1007/978-3-319-75786-5_2 conf/psivt/2017 db/conf/psivt/psivt2017.html#TrabelsiJMSCB17

Mohamed Lamine Mekhalfi Farid Melgani Abdallah Zeggada Francesco G. B. De Natale Mohammed A.-M. Salem Alaa M. Khamis Recovering the sight to blind people in indoor environments with smart technologies. 129-138 2016 46 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2015.09.054 https://www.wikidata.org/entity/Q58216951 db/journals/eswa/eswa46.html#MekhalfiMZNSK16

Mohamad Mahmoud Al Rahhal Yakoub Bazi Haikel Salem Alhichri Naif Alajlan Farid Melgani Ronald R. Yager Deep learning approach for active classification of electrocardiogram signals. 340-354 2016 345 Inf. Sci. https://doi.org/10.1016/j.ins.2016.01.082 db/journals/isci/isci345.html#RahhalBAAMY16

Essam Othman Yakoub Bazi Naif Alajlan Haikel Al-Hichri Farid Melgani Three-Layer Convex Network for Domain Adaptation in Multitemporal VHR Images. 354-358 2016 13 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2015.2512999 db/journals/lgrs/lgrs13.html#OthmanBAAM16

Céline Danilo Farid Melgani Wave Period and Coastal Bathymetry Using Wave Propagation on Optical Images. 6307-6319 2016 54 IEEE Trans. Geosci. Remote. Sens. 11 https://doi.org/10.1109/TGRS.2016.2579266 db/journals/tgrs/tgrs54.html#DaniloM16

Mesay Belete Bejiga Abdallah Zeggada Farid Melgani Convolutional neural networks for near real-time object detection from UAV imagery in avalanche search and rescue operations. 693-696 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7729174 conf/igarss/2016 db/conf/igarss/igarss2016.html#BejigaZM16 Céline Danilo Farid Melgani Adaptive wave tracing for coastal bathymetry estimation. 2480-2483 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7729640 conf/igarss/2016 db/conf/igarss/igarss2016.html#DaniloM16 Abdallah Zeggada Farid Melgani Multilabel classification of UAV images with Convolutional Neural Networks. 5083-5086 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7730325 conf/igarss/2016 db/conf/igarss/igarss2016.html#ZeggadaM16

Mohamad Mahmoud Al Rahhal Yakoub Bazi Naif Alajlan Salim Malek Haikel Al-Hichri Farid Melgani Mansour Abdulaziz Al Zuair Classification of AAMI heartbeat classes with an interactive ELM ensemble learning approach. 56-67 2015 19 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2015.03.010 db/journals/bspc/bspc19.html#RahhalBAMAMZ15

Edoardo Pasolli Farid Melgani Genetic algorithm-based method for mitigating label noise issue in ECG signal classification. 130-136 2015 19 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2014.10.013 https://www.wikidata.org/entity/Q58066920 db/journals/bspc/bspc19.html#PasolliM15

Mohamed Lamine Mekhalfi Farid Melgani Yakoub Bazi Naif Alajlan Toward an assisted indoor scene perception for blind people with image multilabeling strategies. 2907-2918 2015 42 Expert Syst. Appl. 6 https://doi.org/10.1016/j.eswa.2014.11.017 db/journals/eswa/eswa42.html#MekhalfiMBA15

Mohamed Abdelkader Bencherif Yakoub Bazi Abderrezak Guessoum Naif Alajlan Farid Melgani Haikel Salem Alhichri Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images. 527-531 2015 12 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2014.2349538 db/journals/lgrs/lgrs12.html#BencherifBGAMA15

Moumita Roy 0001 Farid Melgani Ashish Ghosh Enrico Blanzieri Susmita Ghosh Land-Cover Classification of Remotely Sensed Images Using Compressive Sensing Having Severe Scarcity of Labeled Patterns. 1257-1261 2015 12 IEEE Geosci. Remote. Sens. Lett. 6 https://doi.org/10.1109/LGRS.2015.2391297 db/journals/lgrs/lgrs12.html#RoyMGBG15

Mohamed Lamine Mekhalfi Farid Melgani Yakoub Bazi Naif Alajlan Land-Use Classification With Compressive Sensing Multifeature Fusion. 2155-2159 2015 12 IEEE Geosci. Remote. Sens. Lett. 10 https://doi.org/10.1109/LGRS.2015.2453130 db/journals/lgrs/lgrs12.html#MekhalfiMBA15

Mohamed Lamine Mekhalfi Farid Melgani Yakoub Bazi Naif Alajlan A Compressive Sensing Approach to Describe Indoor Scenes for Blind People. 1246-1257 2015 25 IEEE Trans. Circuits Syst. Video Technol. 7 https://doi.org/10.1109/TCSVT.2014.2372371 db/journals/tcsv/tcsv25.html#MekhalfiMBA15

Thomas Moranduzzo Farid Melgani Mohamed Lamine Mekhalfi Yakoub Bazi Naif Alajlan Multiclass Coarse Analysis for UAV Imagery. 6394-6406 2015 53 IEEE Trans. Geosci. Remote. Sens. 12 https://doi.org/10.1109/TGRS.2015.2438400 db/journals/tgrs/tgrs53.html#MoranduzzoMMBA15

Thomas Moranduzzo Mohamed Lamine Mekhalfi Farid Melgani LBP-based multiclass classification method for UAV imagery. 2362-2365 2015 IGARSS https://doi.org/10.1109/IGARSS.2015.7326283 conf/igarss/2015 db/conf/igarss/igarss2015.html#MoranduzzoMM15 Mohamed Lamine Mekhalfi Farid Melgani Sparse modeling of the land use classification problem. 3727-3730 2015 IGARSS https://doi.org/10.1109/IGARSS.2015.7326633 conf/igarss/2015 db/conf/igarss/igarss2015.html#MekhalfiM15 Thomas Moranduzzo Abdallah Zeggada Farid Melgani A fast screening method for detecting cars in UAV images over urban areas. 1-4 2015 JURSE https://doi.org/10.1109/JURSE.2015.7120472 conf/jurse/2015 db/conf/jurse/jurse2015.html#MoranduzzoZM15

Naif Alajlan Edoardo Pasolli Farid Melgani Andrea Franzoso Large-Scale Image Classification Using Active Learning. 259-263 2014 11 IEEE Geosci. Remote. Sens. Lett. 1 https://doi.org/10.1109/LGRS.2013.2255258 https://www.wikidata.org/entity/Q58066925 db/journals/lgrs/lgrs11.html#AlajlanPMF14

Yakoub Bazi Naif Alajlan Farid Melgani Haikel Hichri Salim Malek Ronald R. Yager Differential Evolution Extreme Learning Machine for the Classification of Hyperspectral Images. 1066-1070 2014 11 IEEE Geosci. Remote. Sens. Lett. 6 https://doi.org/10.1109/LGRS.2013.2286078 db/journals/lgrs/lgrs11.html#BaziAMHMY14

Naif Alajlan Yakoub Bazi Farid Melgani Salim Malek Mohamed Abdelkader Bencherif Detection of premature ventricular contraction arrhythmias in electrocardiogram signals with kernel methods. 931-942 2014 8 Signal Image Video Process. 5 https://doi.org/10.1007/s11760-012-0339-8 db/journals/sivp/sivp8.html#AlajlanBMMB14

Yakoub Bazi Naif Alajlan Farid Melgani Haikel Al-Hichri Ronald R. Yager Robust Estimation of Water Chlorophyll Concentrations With Gaussian Process Regression and IOWA Aggregation Operators. 3019-3028 2014 7 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 https://doi.org/10.1109/JSTARS.2014.2327003 db/journals/staeors/staeors7.html#BaziAMAY14

Salim Malek Yakoub Bazi Naif Alajlan Haikel Al-Hichri Farid Melgani Efficient Framework for Palm Tree Detection in UAV Images. 4692-4703 2014 7 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 https://doi.org/10.1109/JSTARS.2014.2331425 db/journals/staeors/staeors7.html#MalekBAAM14

Thomas Moranduzzo Farid Melgani Automatic Car Counting Method for Unmanned Aerial Vehicle Images. 1635-1647 2014 52 IEEE Trans. Geosci. Remote. Sens. 3 https://doi.org/10.1109/TGRS.2013.2253108 db/journals/tgrs/tgrs52.html#MoranduzzoM14

Edoardo Pasolli Farid Melgani Devis Tuia Fabio Pacifici William J. Emery SVM Active Learning Approach for Image Classification Using Spatial Information. 2217-2233 2014 52 IEEE Trans. Geosci. Remote. Sens. 4 https://doi.org/10.1109/TGRS.2013.2258676 https://www.wikidata.org/entity/Q58066927 db/journals/tgrs/tgrs52.html#PasolliMTPE14

Thomas Moranduzzo Farid Melgani Detecting Cars in UAV Images With a Catalog-Based Approach. 6356-6367 2014 52 IEEE Trans. Geosci. Remote. Sens. 10 https://doi.org/10.1109/TGRS.2013.2296351 db/journals/tgrs/tgrs52.html#MoranduzzoM14a

Thomas Moranduzzo Farid Melgani Car speed estimation method for UAV images. 4942-4945 2014 IGARSS https://doi.org/10.1109/IGARSS.2014.6947604 conf/igarss/2014 db/conf/igarss/igarss2014.html#MoranduzzoM14 Thomas Moranduzzo Farid Melgani Monitoring structural damages in big industrial plants with UAV images. 4950-4953 2014 IGARSS https://doi.org/10.1109/IGARSS.2014.6947606 conf/igarss/2014 db/conf/igarss/igarss2014.html#MoranduzzoM14a

Luca Lorenzi Grégoire Mercier Farid Melgani Support Vector Regression With Kernel Combination for Missing Data Reconstruction. 367-371 2013 10 IEEE Geosci. Remote. Sens. Lett. 2 https://doi.org/10.1109/LGRS.2012.2206070 db/journals/lgrs/lgrs10.html#LorenziMM13

Abdelhamid Daamouche Farid Melgani Naif Alajlan Nicola Conci Swarm Optimization of Structuring Elements for VHR Image Classification. 1334-1338 2013 10 IEEE Geosci. Remote. Sens. Lett. 6 https://doi.org/10.1109/LGRS.2013.2240649 db/journals/lgrs/lgrs10.html#DaamoucheMAC13

Naif Alajlan Yakoub Bazi Haikel Salem Alhichri Farid Melgani Ronald R. Yager Using OWA Fusion Operators for the Classification of Hyperspectral Images. 602-614 2013 6 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 2-2 https://doi.org/10.1109/JSTARS.2013.2240437 https://www.wikidata.org/entity/Q113326225 db/journals/staeors/staeors6.html#AlajlanBAMY13

Luca Lorenzi Farid Melgani Grégoire Mercier Yakoub Bazi Assessing the Reconstructability of Shadow Areas in VHR Images. 2863-2873 2013 51 IEEE Trans. Geosci. Remote. Sens. 5-1 https://doi.org/10.1109/TGRS.2012.2217503 db/journals/tgrs/tgrs51.html#LorenziMMB13

Edoardo Pasolli Farid Melgani Naif Alajlan Nicola Conci Optical Image Classification: A Ground-Truth Design Framework. 3580-3597 2013 51 IEEE Trans. Geosci. Remote. Sens. 6-2 https://doi.org/10.1109/TGRS.2012.2226041 https://www.wikidata.org/entity/Q58066931 db/journals/tgrs/tgrs51.html#PasolliMAC13

Luca Lorenzi Farid Melgani Grégoire Mercier Missing-Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective. 3998-4008 2013 51 IEEE Trans. Geosci. Remote. Sens. 7-1 https://doi.org/10.1109/TGRS.2012.2227329 db/journals/tgrs/tgrs51.html#LorenziMM13

Thomas Moranduzzo Farid Melgani Comparison of different feature detectors and descriptors for car classification in UAV images. 204-207 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6721127 conf/igarss/2013 db/conf/igarss/igarss2013.html#MoranduzzoM13 Luca Lorenzi Grégoire Mercier Farid Melgani Adaptive basis pursuit compressive sensing reconstruction with histogram matching. 872-875 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6721298 conf/igarss/2013 db/conf/igarss/igarss2013.html#LorenziMM13 Luca Lorenzi Farid Melgani Grégoire Mercier Contextual genetic algorithm for compressive sensing reconstruction of VHR images. 4150-4153 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6723747 conf/igarss/2013 db/conf/igarss/igarss2013.html#LorenziMM13a

Abdelhamid Daamouche Latifa Hamami Naif Alajlan Farid Melgani A wavelet optimization approach for ECG signal classification. 342-349 2012 7 Biomed. Signal Process. Control. 4 https://doi.org/10.1016/j.bspc.2011.07.001 db/journals/bspc/bspc7.html#DaamoucheHAM12

Naif Alajlan Yakoub Bazi Farid Melgani Ronald R. Yager Fusion of supervised and unsupervised learning for improved classification of hyperspectral images. 39-55 2012 217 Inf. Sci. https://doi.org/10.1016/j.ins.2012.06.031 db/journals/isci/isci217.html#AlajlanBMY12

Yakoub Bazi Naif Alajlan Farid Melgani Improved Estimation of Water Chlorophyll Concentration With Semisupervised Gaussian Process Regression. 2733-2743 2012 50 IEEE Trans. Geosci. Remote. Sens. 7 https://doi.org/10.1109/TGRS.2011.2174246 db/journals/tgrs/tgrs50.html#BaziAM12

Luca Lorenzi Farid Melgani Grégoire Mercier A Complete Processing Chain for Shadow Detection and Reconstruction in VHR Images. 3440-3452 2012 50 IEEE Trans. Geosci. Remote. Sens. 9 https://doi.org/10.1109/TGRS.2012.2183876 db/journals/tgrs/tgrs50.html#LorenziMM12

Edoardo Pasolli Farid Melgani Naif Alajlan Yakoub Bazi Active Learning Methods for Biophysical Parameter Estimation. 4071-4084 2012 50 IEEE Trans. Geosci. Remote. Sens. 10 https://doi.org/10.1109/TGRS.2012.2187906 https://www.wikidata.org/entity/Q58066934 db/journals/tgrs/tgrs50.html#PasolliMAB12

Luca Lorenzi Farid Melgani Grégoire Mercier Orthogonal matching pursuit for VHR image reconstruction. 3497-3500 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6350666 conf/igarss/2012 db/conf/igarss/igarss2012.html#LorenziMM12 Luca Lorenzi Farid Melgani Grégoire Mercier Some criteria to assess the reconstructability of shadow areas. 4359-4362 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6350408 conf/igarss/2012 db/conf/igarss/igarss2012.html#LorenziMM12a Edoardo Pasolli Farid Melgani An approach for classifying large scale images. 5410-5413 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6352383 https://www.wikidata.org/entity/Q58066935 conf/igarss/2012 db/conf/igarss/igarss2012.html#PasolliM12 Thomas Moranduzzo Farid Melgani A SIFT-SVM method for detecting cars in UAV images. 6868-6871 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6352585 conf/igarss/2012 db/conf/igarss/igarss2012.html#MoranduzzoM12 Fouzi Douak Farid Melgani Edoardo Pasolli Nabil Benoudjit SVR active learning for product quality control. 1113-1117 2012 ISSPA https://doi.org/10.1109/ISSPA.2012.6310457 https://www.wikidata.org/entity/Q58066936 conf/isspa/2012 db/conf/isspa/isspa2012.html#DouakMPB12

Edoardo Pasolli Farid Melgani Yakoub Bazi Support Vector Machine Active Learning Through Significance Space Construction. 431-435 2011 8 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2010.2083630 https://www.wikidata.org/entity/Q58066947 db/journals/lgrs/lgrs8.html#PasolliMB11

Luca Lorenzi Farid Melgani Grégoire Mercier Inpainting Strategies for Reconstruction of Missing Data in VHR Images. 914-918 2011 8 IEEE Geosci. Remote. Sens. Lett. 5 https://doi.org/10.1109/LGRS.2011.2141112 db/journals/lgrs/lgrs8.html#LorenziMM11

Luca Lorenzi Farid Melgani Grégoire Mercier Multiresolution inpainting for reconstruction of missing data in VHR images. 531-534 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049182 conf/igarss/2011 db/conf/igarss/igarss2011.html#LorenziMM11 Edoardo Pasolli Farid Melgani Ground-truth assisted design for remote sensing image classification. 609-612 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049202 https://www.wikidata.org/entity/Q58066942 conf/igarss/2011 db/conf/igarss/igarss2011.html#PasolliM11 Edoardo Pasolli Farid Melgani Gaussian process regression within an active learning scheme. 3574-3577 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049994 https://www.wikidata.org/entity/Q58066941 conf/igarss/2011 db/conf/igarss/igarss2011.html#PasolliM11a Edoardo Pasolli Farid Melgani Devis Tuia Fabio Pacifici William J. Emery Improving active learning methods using spatial information. 3923-3926 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6050089 https://www.wikidata.org/entity/Q58066945 conf/igarss/2011 db/conf/igarss/igarss2011.html#PasolliMTPE11

Edoardo Pasolli Farid Melgani Massimo Donelli Gaussian Process Approach to Buried Object Size Estimation in GPR Images. 141-145 2010 7 IEEE Geosci. Remote. Sens. Lett. 1 https://doi.org/10.1109/LGRS.2009.2028697 https://www.wikidata.org/entity/Q58066950 db/journals/lgrs/lgrs7.html#PasolliMD10

Luca Pasolli Farid Melgani Enrico Blanzieri Gaussian Process Regression for Estimating Chlorophyll Concentration in Subsurface Waters From Remote Sensing Data. 464-468 2010 7 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2009.2039191 db/journals/lgrs/lgrs7.html#PasolliMB10

Yakoub Bazi Farid Melgani Gaussian Process Approach to Remote Sensing Image Classification. 186-197 2010 48 IEEE Trans. Geosci. Remote. Sens. 1-1 https://doi.org/10.1109/TGRS.2009.2023983 db/journals/tgrs/tgrs48.html#BaziM10

Yakoub Bazi Farid Melgani Hamed D. Al-Sharari Unsupervised Change Detection in Multispectral Remotely Sensed Imagery With Level Set Methods. 3178-3187 2010 48 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2010.2045506 db/journals/tgrs/tgrs48.html#BaziMA10

Edoardo Pasolli Farid Melgani Active Learning Methods for Electrocardiographic Signal Classification. 1405-1416 2010 14 IEEE Trans. Inf. Technol. Biomed. 6 https://doi.org/10.1109/TITB.2010.2048922 https://www.wikidata.org/entity/Q51639877 db/journals/titb/titb14.html#PasolliM10

Edoardo Pasolli Farid Melgani Model-based active learning for SVM classification of remote sensing images. 820-823 2010 conf/igarss/2010 IGARSS https://doi.org/10.1109/IGARSS.2010.5652171 https://www.wikidata.org/entity/Q58066951 db/conf/igarss/igarss2010.html#PasolliM10 Yakoub Bazi Farid Melgani Semisupervised Gaussian process regression for biophysical parameter estimation. 4248-4251 2010 conf/igarss/2010 IGARSS https://doi.org/10.1109/IGARSS.2010.5652686 db/conf/igarss/igarss2010.html#BaziM10

Abdelhamid Daamouche Farid Melgani Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification. 825-829 2009 6 IEEE Geosci. Remote. Sens. Lett. 4 https://doi.org/10.1109/LGRS.2009.2026191 db/journals/lgrs/lgrs6.html#DaamoucheM09

Noureddine Ghoggali Farid Melgani Yakoub Bazi A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples. 1707-1718 2009 47 IEEE Trans. Geosci. Remote. Sens. 6 https://doi.org/10.1109/TGRS.2008.2007128 db/journals/tgrs/tgrs47.html#GhoggaliMB09

Noureddine Ghoggali Farid Melgani Automatic Ground-Truth Validation With Genetic Algorithms for Multispectral Image Classification. 2172-2181 2009 47 IEEE Trans. Geosci. Remote. Sens. 7-2 https://doi.org/10.1109/TGRS.2009.2013693 db/journals/tgrs/tgrs47.html#GhoggaliM09

Edoardo Pasolli Farid Melgani Massimo Donelli Automatic Analysis of GPR Images: A Pattern-Recognition Approach. 2206-2217 2009 47 IEEE Trans. Geosci. Remote. Sens. 7-2 https://doi.org/10.1109/TGRS.2009.2012701 https://www.wikidata.org/entity/Q58066953 db/journals/tgrs/tgrs47.html#PasolliMD09

Andrea Paoli Farid Melgani Edoardo Pasolli Clustering of Hyperspectral Images Based on Multiobjective Particle Swarm Optimization. 4175-4188 2009 47 IEEE Trans. Geosci. Remote. Sens. 12-2 https://doi.org/10.1109/TGRS.2009.2023666 https://www.wikidata.org/entity/Q58066954 db/journals/tgrs/tgrs47.html#PaoliMP09

Yakoub Bazi Farid Melgani Hamed D. Al-Sharari An Automatic Method for Counting Olive Trees in Very High Spatial Remote Sensing Images. II:125-128 2009 IGARSS (2) https://doi.org/10.1109/IGARSS.2009.5418019 conf/igarss/2009 db/conf/igarss/igarss2009.html#BaziMA09 Abdelhamid Daamouche Farid Melgani Latifa Hamami Optimizing Wavelets for Hyperspectral Image Classification. II:302-305 2009 IGARSS (2) https://doi.org/10.1109/IGARSS.2009.5418070 conf/igarss/2009 db/conf/igarss/igarss2009.html#DaamoucheMH09 Yakoub Bazi Farid Melgani A Variational Level-set Method for Unsupervised Change Detection in Remote Sensing Images. II:984-987 2009 IGARSS (2) https://doi.org/10.1109/IGARSS.2009.5418266 conf/igarss/2009 db/conf/igarss/igarss2009.html#BaziM09 Edoardo Pasolli Farid Melgani Massimo Donelli A Pattern Recognition System for Extracting Buried Object Characteristics in GPR Images. IV:430-433 2009 IGARSS (4) https://doi.org/10.1109/IGARSS.2009.5417405 https://www.wikidata.org/entity/Q58066952 conf/igarss/2009 db/conf/igarss/igarss2009.html#PasolliMD09 Andrea Paoli Farid Melgani Edoardo Pasolli Swarm Intelligence for Unsupervised Classification of Hyperspectral Images. V:96-99 2009 IGARSS (5) https://doi.org/10.1109/IGARSS.2009.5417723 https://www.wikidata.org/entity/Q58066955 conf/igarss/2009 db/conf/igarss/igarss2009.html#PaoliMP09

Souad Benabdelkader Farid Melgani Contextual Spatiospectral Postreconstruction of Cloud-Contaminated Images. 204-208 2008 5 IEEE Geosci. Remote. Sens. Lett. 2 https://doi.org/10.1109/LGRS.2008.915596 db/journals/lgrs/lgrs5.html#BenabdelkaderM08

Noureddine Ghoggali Farid Melgani Genetic SVM Approach to Semisupervised Multitemporal Classification. 212-216 2008 5 IEEE Geosci. Remote. Sens. Lett. 2 https://doi.org/10.1109/LGRS.2008.915600 db/journals/lgrs/lgrs5.html#GhoggaliM08

Enrico Blanzieri Farid Melgani Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle. 1804-1811 2008 46 IEEE Trans. Geosci. Remote. Sens. 6 https://doi.org/10.1109/TGRS.2008.916090 db/journals/tgrs/tgrs46.html#BlanzieriM08

Farid Melgani Yakoub Bazi Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization. 667-677 2008 12 IEEE Trans. Inf. Technol. Biomed. 5 https://doi.org/10.1109/TITB.2008.923147 https://www.wikidata.org/entity/Q44781660 db/journals/titb/titb12.html#MelganiB08

Farid Melgani Yakoub Bazi Evolutionary Computation Approach to ECG Signal Classification. 19-24 2008 BIOSIGNALS (1) conf/biostec/2008bs1 db/conf/biostec/biosignals2008-1.html#MelganiB08 Caitang Sun Farid Melgani Chunguang Zhou Francesco G. B. De Natale Libiao Zhang Xiangdong Liu Semi-Supervised Learning Based Color Iris Recognition. 242-249 2008 ICNC (4) https://doi.org/10.1109/ICNC.2008.37 https://doi.ieeecomputersociety.org/10.1109/ICNC.2008.37 conf/icnc/2008-4 db/conf/icnc/icnc2008-4.html#SunMZNZL08 Yakoub Bazi Farid Melgani Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes. II:1013-1016 2008 IGARSS (2) https://doi.org/10.1109/IGARSS.2008.4779169 conf/igarss/2008 db/conf/igarss/igarss2008.html#BaziM08 Edoardo Pasolli Farid Melgani Massimo Donelli Redha Attoui Mariette de Vos Automatic Detection and Classification of Buried Objects in GPR Images Using Genetic Algorithms and Support Vector Machines. II:525-528 2008 IGARSS (2) https://doi.org/10.1109/IGARSS.2008.4779044 https://www.wikidata.org/entity/Q58066957 conf/igarss/2008 db/conf/igarss/igarss2008.html#PasolliMDAV08 Luca Pasolli Farid Melgani Enrico Blanzieri Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes. II:851-854 2008 IGARSS (2) https://doi.org/10.1109/IGARSS.2008.4779128 conf/igarss/2008 db/conf/igarss/igarss2008.html#PasolliMB08 Noureddine Ghoggali Farid Melgani A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images. IV:538-541 2008 IGARSS (4) https://doi.org/10.1109/IGARSS.2008.4779777 conf/igarss/2008 db/conf/igarss/igarss2008.html#GhoggaliM08

Yakoub Bazi Lorenzo Bruzzone Farid Melgani Image thresholding based on the EM algorithm and the generalized Gaussian distribution. 619-634 2007 40 Pattern Recognit. 2 https://doi.org/10.1016/j.patcog.2006.05.006 db/journals/pr/pr40.html#BaziBM07

Yakoub Bazi Farid Melgani Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation. 1887-1895 2007 45 IEEE Trans. Geosci. Remote. Sens. 6-2 https://doi.org/10.1109/TGRS.2007.895845 db/journals/tgrs/tgrs45.html#BaziM07

Souad Benabdelkader Farid Melgani Mohammed Boulemden Cloud-contaminated image reconstruction with contextual spatio-spectral information. 373-376 2007 IGARSS https://doi.org/10.1109/IGARSS.2007.4422808 conf/igarss/2007 db/conf/igarss/igarss2007.html#BenabdelkaderMB07 Noureddine Ghoggali Farid Melgani Semi-supervised multitemporal classification with support vector machines and genetic algorithms. 2577-2580 2007 IGARSS https://doi.org/10.1109/IGARSS.2007.4423371 conf/igarss/2007 db/conf/igarss/igarss2007.html#GhoggaliM07 Yakoub Bazi Farid Melgani A multiobjective PSO inflation methodology for SVM regression with limited training samples. 4360-4363 2007 IGARSS https://doi.org/10.1109/IGARSS.2007.4423818 conf/igarss/2007 db/conf/igarss/igarss2007.html#BaziM07

Farid Melgani Robust image binarization with ensembles of thresholding algorithms. 023010 2006 15 J. Electronic Imaging 2 https://doi.org/10.1117/1.2194767 db/journals/jei/jei15.html#Melgani06

Gustavo Camps-Valls Lorenzo Bruzzone José Luis Rojo-Álvarez Farid Melgani Robust support vector regression for biophysical variable estimation from remotely sensed images. 339-343 2006 3 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2006.871748 db/journals/lgrs/lgrs3.html#Camps-VallsBRM06

Yakoub Bazi Lorenzo Bruzzone Farid Melgani Automatic identification of the number and values of decision thresholds in the log-ratio image for change detection in SAR images. 349-353 2006 3 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2006.869973 db/journals/lgrs/lgrs3.html#BaziBM06

Farid Melgani Yakoub Bazi Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery. 457-461 2006 3 IEEE Geosci. Remote. Sens. Lett. 4 https://doi.org/10.1109/LGRS.2006.875773 db/journals/lgrs/lgrs3.html#MelganiB06

Alessandro M. Palau Farid Melgani Sebastiano B. Serpico Cell algorithms with data inflation for non-parametric classification. 781-790 2006 27 Pattern Recognit. Lett. 7 https://doi.org/10.1016/j.patrec.2005.11.001 db/journals/prl/prl27.html#PalauMS06

Giulia Boato Francesco G. B. De Natale Claudio Fontanari Farid Melgani Hierarchical ownership and deterministic watermarking of digital images via polynomial interpolation. 573-585 2006 21 Signal Process. Image Commun. 7 https://doi.org/10.1016/j.image.2006.03.008 db/journals/spic/spic21.html#BoatoNFM06

Farid Melgani Contextual reconstruction of cloud-contaminated multitemporal multispectral images. 442-455 2006 44 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2005.861929 db/journals/tgrs/tgrs44.html#Melgani06

Yakoub Bazi Farid Melgani Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images. 3374-3385 2006 44 IEEE Trans. Geosci. Remote. Sens. 11-2 https://doi.org/10.1109/TGRS.2006.880628 db/journals/tgrs/tgrs44.html#BaziM06

Farid Melgani Yakoub Bazi Robust Unsupervised Change Detection with Markov Random Fields. 208-211 2006 IGARSS https://doi.org/10.1109/IGARSS.2006.58 conf/igarss/2006 db/conf/igarss/igarss2006.html#MelganiB06

Lorenzo Bruzzone Farid Melgani Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data. 159-174 2005 43 IEEE Trans. Geosci. Remote. Sens. 1 https://doi.org/10.1109/TGRS.2004.839818 db/journals/tgrs/tgrs43.html#BruzzoneM05

Yakoub Bazi Lorenzo Bruzzone Farid Melgani An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images. 874-887 2005 43 IEEE Trans. Geosci. Remote. Sens. 4 https://doi.org/10.1109/TGRS.2004.842441 db/journals/tgrs/tgrs43.html#BaziBM05

Giulia Boato Claudio Fontanari Farid Melgani Hierarchical deterministic image watermarking via polynomial interpolation. 229-232 2005 conf/icip/2005 ICIP (1) https://doi.org/10.1109/ICIP.2005.1529729 db/conf/icip/icip2005-1.html#BoatoFM05 Farid Melgani Redha Benzid A near-lossless spread spectrum watermarking technique for remote sensing imagery. 3231-3234 2005 IGARSS https://doi.org/10.1109/IGARSS.2005.1526529 conf/igarss/2005 db/conf/igarss/igarss2005.html#MelganiB05 Farid Melgani Reconstruction of cloud-contaminated multitemporal optical images with a contextual prediction method. 4248-4251 2005 IGARSS https://doi.org/10.1109/IGARSS.2005.1525856 conf/igarss/2005 db/conf/igarss/igarss2005.html#Melgani05

Farid Melgani Classification Of Multitemporal Remote-Sensing Images By A Fuzzy Fusion Of Spectral And Spatio-Temporal Contextual Information. 143-156 2004 18 Int. J. Pattern Recognit. Artif. Intell. 2 https://doi.org/10.1142/S0218001404003083 db/journals/ijprai/ijprai18.html#Melgani04

Farid Melgani Lorenzo Bruzzone Classification of hyperspectral remote sensing images with support vector machines. 1778-1790 2004 42 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2004.831865 db/journals/tgrs/tgrs42.html#MelganiB04

Yakoub Bazi Lorenzo Bruzzone Farid Melgani An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution. 1402-1405 2004 IGARSS https://doi.org/10.1109/IGARSS.2004.1368681 conf/igarss/2004 db/conf/igarss/igarss2004.html#BaziBM04 Lorenzo Bruzzone Lorenzo Carlin Farid Melgani A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines. 2004 IGARSS https://doi.org/10.1109/IGARSS.2004.1369083 conf/igarss/2004 db/conf/igarss/igarss2004.html#BruzzoneCM04 Farid Melgani Lorenzo Bruzzone Estimation of biophysical parameters from optical remote-sensing images with high-order residues. 1479-1482 2004 IGARSS https://doi.org/10.1109/IGARSS.2004.1368700 conf/igarss/2004 db/conf/igarss/igarss2004.html#MelganiB04

Farid Melgani Sebastiano B. Serpico Gianni Vernazza Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification. 81-90 2003 10 Integr. Comput. Aided Eng. 1 https://doi.org/10.3233/ica-2003-10108 https://www.wikidata.org/entity/Q129474500 db/journals/icae/icae10.html#MelganiSV03

Farid Melgani Sebastiano B. Serpico A Markov random field approach to spatio-temporal contextual image classification. 2478-2487 2003 41 IEEE Trans. Geosci. Remote. Sens. 11 https://doi.org/10.1109/TGRS.2003.817269 db/journals/tgrs/tgrs41.html#MelganiS03

Farid Melgani Lorenzo Bruzzone A residual-based technique for the estimation of biophysical parameters from remote-sensing images. 476-478 2003 IGARSS https://doi.org/10.1109/IGARSS.2003.1293814 conf/igarss/2003 db/conf/igarss/igarss2003.html#MelganiB03 Lorenzo Bruzzone Farid Melgani A data fusion approach to unsupervised change detection. 1374-1376 2003 IGARSS https://doi.org/10.1109/IGARSS.2003.1294113 conf/igarss/2003 db/conf/igarss/igarss2003.html#BruzzoneM03 Lorenzo Bruzzone Farid Melgani An advanced classification system based on the back-propagation of consensus. 1785-1787 2003 IGARSS https://doi.org/10.1109/IGARSS.2003.1294250 conf/igarss/2003 db/conf/igarss/igarss2003.html#BruzzoneM03a

Farid Melgani Sebastiano B. Serpico A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images. 1053-1061 2002 23 Pattern Recognit. Lett. 9 https://doi.org/10.1016/S0167-8655(02)00052-1 db/journals/prl/prl23.html#MelganiS02

Mihai Datcu Farid Melgani Andrea Piardi Sebastiano B. Serpico Multisource data classification with dependence trees. 609-617 2002 40 IEEE Trans. Geosci. Remote. Sens. 3 https://doi.org/10.1109/TGRS.2002.1000321 db/journals/tgrs/tgrs40.html#DatcuMPS02

Gabriele Moser Farid Melgani Sebastiano Bruno Serpico Alessandro Caruso Partially supervised detection of changes from remote sensing images. 299-301 2002 IGARSS https://doi.org/10.1109/IGARSS.2002.1025019 conf/igarss/2002 db/conf/igarss/igarss2002.html#MoserMSC02 Farid Melgani Lorenzo Bruzzone Support vector machines for classification of hyperspectral remote-sensing images. 506-508 2002 IGARSS https://doi.org/10.1109/IGARSS.2002.1025088 conf/igarss/2002 db/conf/igarss/igarss2002.html#MelganiB02

Farid Melgani Bakir A. R. Al Hashemy Saleem M. R. Taha An explicit fuzzy supervised classification method for multispectral remote sensing images. 287-295 2000 38 IEEE Trans. Geosci. Remote. Sens. 1 https://doi.org/10.1109/36.823921 db/journals/tgrs/tgrs38.html#MelganiHT00

Abdelhamid Abdesselam Kashif Ahmad Maryam N. Al-Berry Khaled Al-Jabri Yaseen A. Al-Mulla Hamed D. Al-Sharari Naif Alajlan Haikel Salem AlhichriHaikel HichriHaikel Al-Hichri Fabrício Alves de Almeida Norah A. Alsharif Redha Attoui Zeyar Aung Pedro Paulo Balestrassi Maurizio Barazzuol Laila Bashmal Yakoub Bazi Mesay Belete Bejiga Mohamed Amine Belkadi Souad Benabdelkader Souad Benbraika Mohamed Abdelkader Bencherif Nabil Benoudjit Toufik Bentrcia Redha Benzid Pietro Beraldini Lupércio F. Bessegato Enrico Blanzieri Giulia Boato Ammar BouallègueAmmar Bouallegue Mohammed Boulemden Tayeb Boulmaiz Mohammed Bouzenita Lorenzo Bruzzone Serkan Budak Federico Calamita Gennaro Caliendo Gustau Camps-VallsGustavo Camps-Valls Lorenzo Carlin Alessandro Caruso Gabriele Cavallaro Shounak Chakraborty 0002 Seloua Chouaf Nicola Conci Abdelhamid Daamouche Céline Danilo Viacheslav V. Danilov Mihai Datcu Amer Delilbasic Begüm Demir Massimo Donelli Fouzi Douak Ammar Drias Damiano Duranti Hala Mousher Ebeid El-Sayed A. El-Dahshan William J. Emery Yuxiang Fang Alessandro dos Santos Ferreira Claudio Fontanari Andrea Franzoso Olga M. Gerget Tarek Gherib Noureddine Ghoggali Ashish Ghosh Susmita Ghosh Paolo Giorgini Rino Goller Wesley Nunes Gonçalves Mawloud Guermoui Abderrezak Guessoum Latifa Hamami Bakir A. R. Al Hashemy Binbin He Rachid Hedjam Genc Hoxha Ivan Ianniello Issam Jabri Sofia Ben Jebara José Marcato Junior Paulo Rotella Junior Alaa M. Khamis Satoru Koda Gustavo S. Leal Youyou Li Xiangdong Liu Teng Long 0002 Luca Lorenzi Jonni Malacarne Salim Malek Roman A. Manakov Prajowal Manandhar Giovanni de Marco Prashanth Reddy Marpu Mohamed Lamine Mekhalfi Grégoire Mercier Kristel Michielsen Zouhir Mokhtari Thomas Moranduzzo Gabriele Moser Hayet L. MoussLeila Hayet Mouss Francesco G. B. De Natale Carlo Nicolò Ryuei Nishii Abdelhamid Nouffidj Pakezhamu Nuradili Essam Othman Umut OzkayaUmut Özkaya Saban Öztürk Fabio Pacifici Alessandro M. Palau Andrea Paoli Edoardo Pasetto Edoardo Pasolli Luca Pasolli Leandro Duarte Pereira Andrea Piardi Hemerson Pistori Kemal Polat Nicola La Porta Pierre-François Pradat Carlo Cosimo Quattrocchi Mohamad Mahmoud Al Rahhal Nuno Antunes Ribeiro Riccardo Ricci Abdelkader Riche Morris Riedel Franco B. Rocha José Luis Rojo-Álvarez Moumita Roy 0001 Yosra Saidane Mohammed A.-M. Salem Giacomo Scuccato Praveen Kumar Sekharamantry Sebastiano B. SerpicoSebastiano Bruno Serpico Mayar A. Shafaey Rodrigo Silva Igor P. Skirnevskiy Fethi Smach Youcef Smara Davide Soresina Boularbah Souissi Antonio C. Zambroni de Souza Alexandros Stefanakis Alessandro Stella Caitang Sun Saleem M. R. Taha Mohamed F. Tolba 0001 Selene Tomassini Abderezak Touzene Rim Trabelsi Devis Tuia Antonio Vascotto Gianni Vernazza Mariette de Vos Madita Willsch Yasmin S. M. Xavier Ronald R. Yager Sultan Al Yahyai Abdallah Zeggada Libiao Zhang Yicheng Zhang Chunguang Zhou Guiyun Zhou Ji Zhou 0001 Shixiong Zhou Mansour Abdulaziz Al ZuairMansour Zuair