Publis

Publications HAL de akrem sellami

2024

Journal articles

titre
Attention-driven multi-feature fusion for hyperspectral image classification via multi-criteria optimization and multi-view convolutional neural networks
auteur
Sofiene Abidi, Akrem Sellami
article
Engineering Applications of Artificial Intelligence, 2024, 138, pp.109434. ⟨10.1016/j.engappai.2024.109434⟩
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DOI
DOI : 10.1016/j.engappai.2024.109434
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titre
Graph feature fusion driven by deep autoencoder for advanced hyperspectral image unmixing
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah, Mauro Dalla Mura
article
Knowledge-Based Systems, 2024, 299, pp.112087. ⟨10.1016/j.knosys.2024.112087⟩
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DOI
DOI : 10.1016/j.knosys.2024.112087
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titre
Multi-view graph representation learning for hyperspectral image classification with spectral–spatial graph neural networks
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah, Mauro Dalla Mura
article
Neural Computing and Applications, 2024, 36, pp.3737-3759. ⟨10.1007/s00521-023-09275-5⟩
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DOI
DOI : 10.1007/s00521-023-09275-5
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Conference papers

titre
A survey on Graph Deep Representation Learning for Facial Expression Recognition
auteur
Théo Gueuret, Akrem Sellami, Chaabane Djeraba
article
International Conference on Content-based Multimedia Indexing, Sep 2024, Reykjavík, Iceland
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Conference papers
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https://hal.science/hal-04768316/file/Article%20CBMI%20-%20final.PDF BibTex

2023

Journal articles

titre
SHCNet: A semi-supervised hypergraph convolutional networks based on relevant feature selection for hyperspectral image classification
auteur
Akrem Sellami, Mohamed Farah, Mauro Dalla Mura
article
Pattern Recognition Letters, 2023, 165 (January), pp.98-106. ⟨10.1016/j.patrec.2022.12.004⟩
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Journal articles
DOI
DOI : 10.1016/j.patrec.2022.12.004
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Conference papers

titre
DNGAE: Deep Neighborhood Graph Autoencoder for Robust Blind Hyperspectral Unmixing
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah, Mauro Dalla Mura
article
ICCCI 2023- 15th International Conference on Computational Collective Intelligence (ICCCI), Sep 2023, Budapest, Hungary. pp.84-96, ⟨10.1007/978-3-031-41456-5_7⟩
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DOI
DOI : 10.1007/978-3-031-41456-5_7
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titre
Historical Document Image Segmentation Combining Deep Learning and Gabor Features
auteur
Maroua Mehri, Akrem Sellami, Salvatore Tabbone
article
ICDAR 2023 – 17th International Conference on Document Analysis and Recognition (ICDAR), Aug 2023, San José, California, United States. pp.395-410, ⟨10.1007/978-3-031-41685-9_25⟩
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DOI
DOI : 10.1007/978-3-031-41685-9_25
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2022

Journal articles

titre
Deep neural networks-based relevant latent representation learning for hyperspectral image classification
auteur
Akrem Sellami, Salvatore Tabbone
article
Pattern Recognition, 2022, 121, pp.108224. ⟨10.1016/j.patcog.2021.108224⟩
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Journal articles
DOI
DOI : 10.1016/j.patcog.2021.108224
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Conference papers

titre
Multi Spectral-Spatial Gabor Feature Fusion Based On End-To-End Deep Learning For Hyperspectral Image Classification
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah, Mauro Dalla Mura
article
WHISPERS 2022 – 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Sep 2022, Rome, Italy. pp.1-6, ⟨10.1109/WHISPERS56178.2022.9955105⟩
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Conference papers
DOI
DOI : 10.1109/WHISPERS56178.2022.9955105
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titre
A Semi-supervised Graph Deep Neural Network for Automatic Protein Function Annotation
auteur
Akrem Sellami, Bishnu Sarker, Salvatore Tabbone, Marie-Dominique Devignes, Sabeur Aridhi
article
9th International Work-Conference on Bioinformatics and Biomedical Engineering (IWBBIO), Jun 2022, Gran Canaria, Spain. pp.153-166, ⟨10.1007/978-3-031-07802-6_14⟩
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DOI
DOI : 10.1007/978-3-031-07802-6_14
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2021

Conference papers

titre
Semi-supervised Classification of Hyperspectral Image through Deep Encoder-Decoder and Graph Neural Networks
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah, Mauro Dalla Mura
article
ICOTEN 2021 – International Congress of Advanced Technology and Engineering (ICOTEN), Jul 2021, Taiz, Yemen. pp.1-8, ⟨10.1109/ICOTEN52080.2021.9493562⟩
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DOI
DOI : 10.1109/ICOTEN52080.2021.9493562
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titre
BS-GAENets: Brain-Spatial Feature Learning Via a Graph Deep Autoencoder for Multi-modal Neuroimaging Analysis
auteur
Refka Hanachi, Akrem Sellami, Imed Riadh Farah
article
VISIGRAPP 2021: 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, Feb 2021, Vienna, Austria. pp.303-327, ⟨10.1007/978-3-031-25477-2_14⟩
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DOI
DOI : 10.1007/978-3-031-25477-2_14
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2020

Journal articles

titre
Fused 3-D spectral-spatial deep neural networks and spectral clustering for hyperspectral image classification
auteur
Akrem Sellami, Ali Ben Abbes, Vincent Barra, Imed Riadh Farah
article
Pattern Recognition Letters, 2020, ⟨10.1016/j.patrec.2020.08.020⟩
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Journal articles
DOI
DOI : 10.1016/j.patrec.2020.08.020
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https://hal.science/hal-02927062/file/S016786552030324X.pdf BibTex

Conference papers

titre
Mapping individual differences in cortical architecture using multi-view representation learning
auteur
Akrem Sellami, François-Xavier Dupé, Bastien Cagna, Hachem Kadri, Stéphane Ayache, Thierry Artières, Sylvain Takerkart
article
IJCNN 2020 – International Joint Conference on Neural Networks, Jul 2020, Glasgow, United Kingdom
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2019

Journal articles

titre
Hyperspectral imagery classification based on semi-supervised 3-D deep neural network and adaptive band selection
auteur
Akrem Sellami, Mohamed Farah, Imed Riadh Farah, Basel Solaiman
article
Expert Systems with Applications, 2019, 129, pp.246-259. ⟨10.1016/j.eswa.2019.04.006⟩
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DOI
DOI : 10.1016/j.eswa.2019.04.006
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2018

Journal articles

titre
Hyperspectral Imagery Semantic Interpretation Based on Adaptive Constrained Band Selection and Knowledge Extraction Techniques
auteur
Akrem Sellami, Mohamed Farah, Imed Riadh Farah, Basel Solaiman
article
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, pp.1 – 11. ⟨10.1109/JSTARS.2018.2798661⟩
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Journal articles
DOI
DOI : 10.1109/JSTARS.2018.2798661
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Conference papers

titre
Driving path stability in VANETs
auteur
Mohammed Laroui, Akrem Sellami, Boubakr Nour, Hassine Moungla, Hossam Afifi, Sofiane B. Hacene
article
GLOBECOM 2018: IEEE Global Communications Conference, Dec 2018, Dubai, United Arab Emirates. pp.1 – 6, ⟨10.1109/GLOCOM.2018.8647450⟩
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DOI
DOI : 10.1109/GLOCOM.2018.8647450
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titre
An optimized proactive caching scheme based on mobility prediction for vehicular networks
auteur
Hakima Khelifi, Senlin Luo, Boubakr Nour, Akrem Sellami, Hassine Moungla, Farid Naït-Abdesselam
article
GLOBECOM 2018: IEEE Global Communications Conference, Dec 2018, Abu Dhabi, United Arab Emirates. pp.1 – 6, ⟨10.1109/GLOCOM.2018.8647898⟩
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DOI : 10.1109/GLOCOM.2018.8647898
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titre
Comparative study of dimensionality reduction methods for remote sensing images interpretation
auteur
Akrem Sellami, Mohamed Farah
article
ATSIP 2018 : 4th International Conference on Advanced Technologies for Signal and Image Processing, Mar 2018, Sousse, Tunisia. pp.1 – 6, ⟨10.1109/ATSIP.2018.8364490⟩
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DOI
DOI : 10.1109/ATSIP.2018.8364490
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titre
An adaptive semantic dimensionality reduction approach for hyperspectral imagery classification
auteur
Rawaa Hamdi, Akrem Sellami, Imed Riadh Farah
article
ATSIP 2018 : 4th International Conference on Advanced Technologies for Signal and Image Processing, Mar 2018, Sousse, Tunisia. pp.1 – 6, ⟨10.1109/ATSIP.2018.8364504⟩
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DOI : 10.1109/ATSIP.2018.8364504
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2017

Journal articles

titre
An Adaptive Dimensionality Reduction Approach for Hyperspectral Imagery Semantic Interpretation
auteur
Akrem Sellami, Imed Riadh Farah, Basel Solaiman
article
International Science Index, Medical and Health Science, 2017, 11 (2), pp.182 – 189. ⟨10.5281/zenodo.1128851⟩
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DOI : 10.5281/zenodo.1128851
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Theses

titre
Semantic interpretation of hyperspectral images based on the adaptative reduction of dimensionality
auteur
Akrem Sellami
article
Vision par ordinateur et reconnaissance de formes [cs.CV]. Ecole nationale supérieure Mines-Télécom Atlantique, 2017. Français. ⟨NNT : 2017IMTA0037⟩
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https://theses.hal.science/tel-01810334/file/2017IMTA0037_Sellami-Akrem.pdf BibTex

2016

Journal articles

titre
A Spatial Hypergraph Based Semi-Supervised Band Selection Method for Hyperspectral Imagery Semantic Interpretation
auteur
Akrem Sellami, Imed Riadh Farah
article
World Wide Web, 2016, 10 (10), pp.1766 – 1773
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titre
High-level hyperspectral image classification based on spectro-spatial dimensionality reduction
auteur
Akrem Sellami, Imed Riadh Farah
article
Spatial Statistics, 2016, 16, pp.103 – 117. ⟨10.1016/j.spasta.2016.02.003⟩
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DOI
DOI : 10.1016/j.spasta.2016.02.003
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2015

Conference papers

titre
Classification of hyperspectral images based on progressive bands selection and eigenmaps techniques
auteur
Akrem Sellami, Imed Riadh Farah
article
TAIMA 2015 : Traitement et Analyse de l’Information : Méthodes et Applications, May 2015, Hammamet, Tunisia
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titre
Statistical multi-criteria progressive bands selection system for endmembers extraction of hyperspectral image
auteur
Akrem Sellami, Imed Riadh Farah
article
TAIMA 2015: Traitement et Analyse de l’Information: Méthodes et Applications, May 2015, Hammamet, Tunisia
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2014

Conference papers

titre
Interpretation of hyperspectral imagery based on hybrid dimensionality reduction methods
auteur
Akrem Sellami, Karim Saheb Ettabaa, Imed Riadh Farah, Basel Solaiman
article
IPAS 2014 : International Image Processing and Systems Conference, Nov 2014, Hammamet, Tunisia
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2012

Journal articles

titre
Monitoring intra-urban changes with Hidden Markov Models using the spatial relationships
auteur
Houcine Essid, Imed Riadh Farah, Akrem Sellami, Vincent Barra
article
International Journal on Graphics, Vision and Image Processing, 2012, 12 (1), pp.49-55
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