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3-D Deep Learning Approach for Remote Sensing Image Classification

Amina Ben Hamida, Alexandre Benoit, Patrick Lambert, Chokri Ben Amar
2018 IEEE Transactions on Geoscience and Remote Sensing  
Recently, a variety of approaches has been enriching the field of Remote Sensing (RS) image processing and analysis. Unfortunately, existing methods remain limited faced to the rich spatio-spectral content of today's large datasets. It would seem intriguing to resort to Deep Learning (DL) based approaches at this stage with regards to their ability to offer accurate semantic interpretation of the data. However, the specificity introduced by the coexistence of spectral and spatial content in the
more » ... RS datasets widens the scope of the challenges presented to adapt DL methods to these contexts. Therefore, the aim of this paper is firstly to explore the performance of DL architectures for the RS hyperspectral dataset classification and secondly to introduce a new three-dimensional DL approach that enables a joint spectral and spatial information process. A set of three-dimensional schemes is proposed and evaluated. Experimental results based on well knownhyperspectral datasets demonstrate that the proposed method is able to achieve a better classification rate than state of the art methods with lower computational costs.
doi:10.1109/tgrs.2018.2818945 fatcat:r773oaqn6raqnguk4p7d2jjnlm

Table of Contents

2020 2020 5th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)  
Sassi, Ahmed Ben Hamida, Chokri Mhiri and Mariem Dammak MIA-139 e-ASPECTS for early detection and diagnosis of ischemic stroke Haifa Touati, Jihene Boughariou, Lamia Sellemi and Ahmed Ben Hamida MIA-150  ...  Ben Hamida, M. Amine Hmani, D. Petrovska-Delacrétaz, C. Bauzou, M. Kockmann, C. Narr, A. Nicolin, E. Spanakis, I. Crucianu, I. Markopoulos, J. Perez and J.  ... 
doi:10.1109/atsip49331.2020.9231628 fatcat:gusm6b6qhbg6tpnrx3yrfzfrba

ATSIP 2020 Front Matters

2020 2020 5th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)  
Ben Hamida, M. Amine Hmani, D. Petrovska-Delacrétaz, C. Bauzou, M. Kockmann, C. Narr, A. Nicolin, E. Spanakis, I. Crucianu, I. Markopoulos, J. Perez and J.  ...  Amara (RSW-C2) IMAGE & VIDEO PROCESSING (IVP-S2) Chairmen's: Mondher FRIKHA (ENET"COM, TUN) & Mohamed ABID (ENIS, TUN) & Ahmed BEN HAMIDA (ENIS, TUN) IVP-5 15:00-15:20 Unconstrained Face Verification  ... 
doi:10.1109/atsip49331.2020.9231837 fatcat:ey7hgky7gzg7vf3itasckyxdqm

Table of contents

2020 2020 1st International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)  
Salleh, Mohamed Ben Said and Lahcen Azrar Numerical simulation of stochastic differential equations under Poisson white noise with random parameters Zineb Aqachmar and Khadija Lahrech.  ...  System Using Soft Open PointSoukaina El Daoudi, Loubna Lazrak and Mustapha Ait Lafkih.Modified direct torque control for sensorless asynchronous motor fed by three-level inverterAmeur Fethi Aimer, Ahmed Hamida  ... 
doi:10.1109/iraset48871.2020.9092258 fatcat:higkl3iaczdw3k36otqzgt4xba

"La cyber-dissidence en Tunisie avant et après la " révolution " du 14 janvier 2011: le cyber-activisme de jeunes blogueurs et l'expression de l'engagement politique ". "Cyber-Dissidence in Tunisia before and after the 14 January 2011 'Revolution': The Cyber-Activism of Young Bloggers and the Expression of Political Engagement"

Hamida EL BOUR
2015 Revista de Estudios Internacionales Mediterráneos  
Le blog de Lina Ben Mhenni reprend les appels pour libérer pour ne citer que deux exemples la FEMEN tunisienne Amina Sboui, arrêtée le 19 mai 2013 alors qu'elle écrivait le mot " Femen " sur le mur de  ...  Ceci étant, Lina déclare avoir hésité à soutenir Amina Sboui car " depuis deux années, je me sens menacée, fatiguée et épuisée ".  ... 
doi:10.15366/reim2015.19.003 fatcat:qcj2uxs4ujbr5guwpf6pkr3kim

Program of the Multi-Conference on Systems, Signals & Devices

2021 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD)  
Chokri Ben salah; Gaith Baccouche; Abdel Azizi Saidi; Saida Makhloufi and Adnene El Haj Hamida . . . . . . . . . . . . . . . . . . . . . . . .  ...  Amina Whichi; Maximilian Weber; Ilef Ketata; Salwa Sahnoun and Faouzi Derbel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
doi:10.1109/ssd52085.2021.9429391 fatcat:5hnu6ay5inemhf275kqonilrpa

Impact of Atopic Dermatitis on Quality of Life, Tripoli Central Hospital

Hamida Al‑Dwibe, Mariam Briuin, Sabria El- Turki, Amina Drija
2022 Zenodo  
These results agreed with Ben-Gashir (2004) and Rabung (2004) studies that reported AD patients had significantly lower dermatological life quality (DLQ) and higher anxiety index in both children and  ... 
doi:10.5281/zenodo.6279429 fatcat:a3yft252jfemni2w3nxgajgolm

Diplotaxis simplex suppresses postprandial hyperglycemia in mice by inhibiting key-enzymes linked to type 2 diabetes

Hamida Jdir, Bassem Khemakham, Mouna Chakroun, Sami Zouari, Yassine Ben Ali, Nacim Zouari
2015 Revista Brasileira de Farmacognosia  
Special thanks go to Miss Amina Gammoudi (ISBAM) for her kind help with English.  ...  Acknowledgements This work is part of a doctoral thesis by Hamida Jdir. This work received financial support from Ministère de l'Enseignement Supérieur et de la Recherche Scientifique, Tunisia.  ... 
doi:10.1016/j.bjp.2015.02.004 fatcat:mw72guvuqnfshbx2tjmaa2t2ou

C2 : Implication possible d'un défaut qualitatif des lymphocytes T régulateurs dans la rupture de la tolérance au cours du vitiligo

Ben Mélika, R Ahmed, I Rekik, A Zaraa, N Beldi, M Belhadj Hmida, M Abdeladhim, A Mokni, H Osman, Louzir
unpublished
Ben Hamida, N. Ben Romdhane. P21 : Effet, in vitro, du bis-aziridinylsulfone sur la prolifération des lymphocytes humains en présence d'agents mitogènes.  ...  Ben Ayed, M. Zitouni, M. Mokni, B. Fezaa, H. Turki, H. Masmoudi, S. Makni. C17 : Polymorphisme Toll-Like Receptors au cours du pemphigus superficiel tunisien. Amina Toumi, O. Abida, A. Tounsi, D.  ... 
fatcat:x7stbjmlp5dmfees2uvxvmqaii

Deep Neural Networks for automatic extraction of features in time series satellite images [article]

Gael Kamdem De Teyou, Yuliya Tarabalka, Isabelle Manighetti, Rafael Almar, Sebastien Tripod
2020 arXiv   pre-print
In (Amina Ben Hamida et al., 2017) and (Nicolas Audebert, 2016), the authors modified SegNet, a deep convolutional encoder-decoder architecture for semantic pixel-wise labelling, for land cover classification  ... 
arXiv:2008.08432v1 fatcat:syzdkfgrrnbujkzcj4qsj2h5si

Early-Onset Neonatal Sepsis: A Retrospective Study among 1,119 Moroccan Newborns Admitted to the National Reference Center in Neonatology and Nutrition, Rabat, Morocco

Kenza Hattoufi, Majdouline Obtel, Hassan Aguenaou, Aicha Kharbach, Amina Barkat
2021 Iranian Journal of Neonatology  
This result is similar to the finding of a study conducted in Tunisia by Ben Hamida Nouaili et al. who reported that GBS and E. coli represented 50% and 29 % of the isolated germs, respectively (8, 38  ... 
doi:10.22038/ijn.2021.54250.1997 doaj:459ed63e1cc24715b29e63986c3dfdcf fatcat:itv4on4gorhxlojttkhlhcmv4i

Les perceptions des femmes tunisiennes selon le modèle des croyances liées à la santé et leurs pratiques relativement à l'ostéoporose

Amina Belgacem, Amel Nouira, Sonia Soussi
2016 The Pan African Medical Journal  
Le traitement des résultats obtenus par l'OHBS est effectué par le calcul du score total et des scores partiels de chacune des 7 sous échelles de 1 . 1 Ben Hamida A, Fakhfakh R, Miladi W, Zouari B, Nacef  ... 
doi:10.11604/pamj.2016.23.42.6643 pmid:27217868 pmcid:PMC4862771 fatcat:u5twkj3fsbanxdoq4kbzwjmpt4

DEEP NEURAL NETWORKS FOR AUTOMATIC EXTRACTION OF FEATURES IN TIME SERIES OPTICAL SATELLITE IMAGES

G. Kamdem De Teyou, Y. Tarabalka, I. Manighetti, R. Almar, S. Tripodi
2020 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
In (Amina Ben Hamida et al., 2017) and (Nicolas Audebert, 2016) , the authors modified SegNet, a deep convolutional encoder-decoder architecture for semantic pixel-wise labelling, for land cover classification  ... 
doi:10.5194/isprs-archives-xliii-b2-2020-1529-2020 fatcat:kdxdoxdf5zcvzhz76fhidap3ki

Essential oil variation in wild populations of Artemisia saharae (Asteraceae) from Tunisia: chemical composition, antibacterial and antioxidant properties

Sami Zouari, Imen Ayadi, Nahed Fakhfakh, Hamida Jdir, Latifa Aloui, Mohamed Kossentini, Ahmed Rebai, Nacim Zouari
2014 Botanical Studies  
Acknowledgement Special thanks go to Miss Amina Gammoudi (ISBAM) for her kind help with English. We acknowledge Mr Slah Zaidi (IRA) for his technical assistance during volatiles analysis.  ...  minimum inhibitory concentration (MIC) MICs values, which represented the lowest essential oil concentration that preventing visible growth of microorganisms, were determined as previously described (Ben  ... 
doi:10.1186/s40529-014-0076-0 pmid:28510956 pmcid:PMC5430380 fatcat:bqfesuduunhrvf6zwticlciuqy

The cruciferous Diplotaxis simplex: Phytochemistry analysis and its protective effect on liver and kidney toxicities, and lipid profile disorders in alloxan-induced diabetic rats

Hamida Jdir, Rihab Ben Abdallah Kolsi, Sami Zouari, Khaled Hamden, Nacim Zouari, Nahed Fakhfakh
2017 Lipids in Health and Disease  
Acknowledgements Special thanks go to Dr Ola Abdelhedi (ENIS) for her fruitful discussions as well as to Miss Amina Gammoudi (ISBAM) for her kind help with English. Funding Not applicable.  ... 
doi:10.1186/s12944-017-0492-8 pmid:28558824 pmcid:PMC5450101 fatcat:fmokc2s2ofcf3crr24bvmhrmei
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