Profile Fadoua Drira
First Name
Fadoua
Last Name
Drira
Address
ENIS- DGIMA-Sfax
Zip code
3038
Biography
Fadoua DRIRA received her engineering diploma in computer science from the Tunisian engineering university ENIS-SFAX in June 2002. She then received her M.Sc. degree in 2003 and Ph.D degree in Computer Science in 2007, both from the French engineering university INSA-LYON. Currently, she is an Associate Professor in the Department of Computer Science at ENIS University of Sfax. Since June 2021, she has held the position of head of the Research Groups on Intelligent Machines Laboratory (ReGIM-Lab). Her research interests encompass a wide range of topics, including computational intelligence, image processing, and computer vision applications.
Research Interests
Computational intelligence, computer vision, pattern recognition
H-index: 14 Total citation: 652
📚 Scientific Publications
| Title & Authors | Conference/Revue | Year | Citations |
|---|---|---|---|
| Secure and transparent energy management using blockchain and machine learning anomaly detection: A case study of the Ausgrid dataset N Moumni, F Chaabane, F Drira, Y Boutaleb |
Computers & Industrial Engineering 203, 111040, 2025 | 2025 | 1 |
| Transforming Agricultural Waste from Mediterranean Fruits into Renewable Materials and Products with a Circular and Digital Approach A Castagna, A Aboudia, A Guendouz, C Scieuzo, P Falabella, J Matthes, ... |
Materials 18 (7), 1464, 2025 | 2025 | 0 |
| Towards complex scene text reading with selective region proposal and two-stage deep reinforcement learning R Harizi, R Walha, F Drira |
Applied Soft Computing 170, 112701, 2025 | 2025 | 0 |
| Synergistic insights: Exploring continuous learning and explainable AI in handwritten digit recognition A Kharrat, F Drira, F Lebourgeois |
Neurocomputing 601, 128217, 2024 | 2024 | 5 |
| Exploring the role of convolutional neural networks (CNN) in dental radiography segmentation: a comprehensive systematic literature review W Brahmi, I Jdey, F Drira |
Engineering Applications of Artificial Intelligence 133, 108510, 2024 | 2024 | 19 |
| Convolutional Neural Networks and Vision Transformers for Fashion MNIST Classification: A Literature Review S Bbouzidi, G Hcini, I Jdey, F Drira |
arXiv preprint arXiv:2406.03478, 2024 | 2024 | 7 |
| Secure Blind Medical Image Watermarking Using Hybrid Feature Extraction Techniques SD Mahmood, Y Aribi, F Drira, AM Alimi |
Iraqi Journal for Computer Science and Mathematics 5 (4), 15, 2024 | 2024 | 1 |
| A Multi-Task Learning Framework for Image Restoration Using a Novel Generative Adversarial Network. R Walha, F Drira, R Bedhief |
ICAART (3), 928-935, 2024 | 2024 | 1 |
| Advancements and Challenges in Continual Learning for Natural Language Processing: Insights and Future Prospects. A Kharrat, F Drira, F Lebourgeois, B Kerautret |
ICAART (3), 1255-1262, 2024 | 2024 | 3 |
| SIFT-ResNet Synergy for Accurate Scene Word Detection in Complex Scenarios. R Harizi, R Walha, F Drira |
ICAART (3), 980-987, 2024 | 2024 | 3 |
| Privacy-Preserving Anomaly Detection in Smart Meter Data Via Federated Learning N Moumni, F Ch�abane, F Drira |
2023 International Conference on Cyberworlds (CW), 516-517, 2023 | 2023 | 0 |
| Chaotic Model-Based Blind Watermarking with LSB Technique for Digital Fundus Image Authentication SD Mahmood, F Drira, HF Mahdi, Y Aribi, AM Alimi |
2023 International Conference on Cyberworlds (CW), 395-402, 2023 | 2023 | 3 |
| Exploring continual learning and self-learning for historical digit recognition A Kharrat, F Drira, F Lebourgeois, C Garcia |
2023 International Conference on Cyberworlds (CW), 504-505, 2023 | 2023 | 1 |
| Toward digits recognition using continual learning A Kharrat, F Drira, F Lebourgeois, C Garcia |
2023 IEEE 25th International Workshop on Multimedia Signal Processing (MMSP�…, 2023 | 2023 | 3 |
| Association rules mining for reducing items from emotion regulation questionnaires R Khadimallah, I Kallel, F Drira |
International Conference on Intelligent Data Engineering and Automated�…, 2022 | 2022 | 1 |
| Deep-learning based end-to-end system for text reading in the wild R Harizi, R Walha, F Drira |
Multimedia Tools and Applications 81 (17), 24691-24719, 2022 | 2022 | 9 |
| Convolutional neural network with joint stepwise character/word modeling based system for scene text recognition R Harizi, R Walha, F Drira, M Zaied |
Multimedia Tools and Applications 81 (3), 3091-3106, 2022 | 2022 | 26 |
| Handling noise in textual image resolution enhancement using online and offline learned dictionaries R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
International Journal on Document Analysis and Recognition (IJDAR) 21, 137-157, 2018 | 2018 | 12 |
| Mean-Shift segmentation and PDE-based nonlinear diffusion: toward a common variational framework for foreground/background document image segmentation F Drira, F LeBourgeois |
International Journal on Document Analysis and Recognition (IJDAR) 20, 201-222, 2017 | 2017 | 7 |
| Deep learning with sparse prior-application to text detection in the wild A Mallek, F Drira, R Walha, AM Alimi, F LeBourgeois |
International Conference on Computer Vision Theory and Applications 6, 243-250, 2017 | 2017 | 7 |
| Edge based Blind Single Image Deblurring with Sparse Priors. K Guemri, F Drira, R Walha, AM Alimi, F LeBourgeois |
VISIGRAPP (4: VISAPP), 174-181, 2017 | 2017 | 3 |
| Resolution enhancement of textual images: a survey of single image‐based methods R Walha, F Drira, F Lebourgeois, AM Alimi, C Garcia |
IET Image Processing 10 (4), 325-337, 2016 | 2016 | 20 |
| Joint denoising and magnification of noisy low-resolution textual images R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
2015 13th International Conference on Document Analysis and Recognition�…, 2015 | 2015 | 11 |
| Resolution enhancement of textual images via multiple coupled dictionaries and adaptive sparse representation selection R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
International Journal on Document Analysis and Recognition (IJDAR) 18, 87-107, 2015 | 2015 | 29 |
| Adaptative shock filter for image characters enhancement and denoising K Guemri, F Drira |
2014 6th International Conference of Soft Computing and Pattern Recognition�…, 2014 | 2014 | 19 |
| A Sparse Coding based Approach for the Resolution Enhancement and Restoration of Printed and Handwritten Textual Images R Walha, F Drira, A M Alimi, F Lebourgeois, C Garcia |
14th International Conference on Frontiers in Handwriting Recognition, ICFHR, 2014 | 2014 | 11 |
| Histogram of Structure Tensors: Application to Pattern Clustering R Walha, F Drira, F Lebourgeois, A Garcia, C, AM |
22nd International Conference on Computer Graphics, Visualization and�…, 2014 | 2014 | 3 |
| Sparse Coding with a Coupled Dictionary Learning Approach for Textual Image Super-Resolution R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
22nd International Conference on Pattern Recognition, ICPR, 2014 | 2014 | 14 |
| Fast integral meanshift: application to color segmentation of document images F LeBourgeois, F Drira, D Gaceb, J Duong |
2013 12th International Conference on Document Analysis and Recognition, 52-56, 2013 | 2013 | 17 |
| Multiple learned dictionaries based clustered sparse coding for the super-resolution of single text image R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
2013 12th International Conference on Document Analysis and Recognition, 484-488, 2013 | 2013 | 29 |
| Single textual image super-resolution using multiple learned dictionaries based sparse coding R Walha, F Drira, F Lebourgeois, C Garcia, AM Alimi |
Image Analysis and Processing–ICIAP 2013: 17th International Conference�…, 2013 | 2013 | 11 |
| Super-resolution of single text image by sparse representation R Walha, F Drira, F Lebourgeois, AM Alimi |
Proceeding of the workshop on Document Analysis and Recognition, 22-29, 2012 | 2012 | 26 |
| New protocol design for wordspotting assistance system: Case study of the collaborative library model-ARMARIUS A Chaari, F Drira, AM Alimi, E Egyed-Zsigmond, F Lebourgeois |
2012 International Conference on Frontiers in Handwriting Recognition, 780-785, 2012 | 2012 | 0 |
| Denoising textual images using local/non-local smoothing filters: A comparative study F Drira, F Lebourgeois |
2012 International Conference on Frontiers in Handwriting Recognition, 521-526, 2012 | 2012 | 8 |
| A new pde-based approach for singularity-preserving regularization: application to degraded characters restoration F Drira, F LeBourgeois, H Emptoz |
International Journal on Document Analysis and Recognition (IJDAR) 15 (3�…, 2012 | 2012 | 32 |
| On developing an automatic speech recognition system for standard arabic language R Walha, F Drira, H El-Abed, AM Alimi |
Proceedings of World Academy of Science, Engineering and Technology, 2012 | 2012 | 3 |
| Document images restoration by a new tensor based diffusion process: Application to the recognition of old printed documents F Drira, F LeBourgeois, H Emptoz |
2009 10th International Conference on Document Analysis and Recognition, 321-325, 2009 | 2009 | 35 |
| A modified mean shift algorithm for efficient document image restoration F Drira, F Lebourgois, H Emptoz |
Signal Processing for Image Enhancement and Multimedia Processing, 13-25, 2008 | 2008 | 3 |
| Contribution � la restauration des images de documents anciens F Drira |
Doctorat thesis, 2007 | 2007 | 19 |
| A coupled mean shift-anisotropic diffusion approach for document image segmentation and restoration F Drira, F Lebourgeois, H Emptoz |
Ninth International Conference on Document Analysis and Recognition (ICDAR�…, 2007 | 2007 | 5 |
| OCR accuracy improvement through a PDE-based approach F Drira, F Lebourgeois, H Emptoz |
Ninth International Conference on Document Analysis and Recognition (ICDAR�…, 2007 | 2007 | 7 |
| S�paration recto/verso des images de documents anciens par une approche �aveugle� F Drira, F Lebourgeois, H Emptoz |
Colloque International Francophone sur l'Ecrit et le Document, CIFED'06, 199-204, 2006 | 2006 | 2 |
| Computer assistance for Digital Libraries: Contributions to Middle-ages and Authors' Manuscripts exploitation and enrichment V Eglin, F Lebourgeois, S Bres, H Emptoz, Y Leydier, I Moalla, F Drira |
Second International Conference on Document Image Analysis for Libraries�…, 2006 | 2006 | 13 |
| Towards restoring historic documents degraded over time F Drira |
Second International Conference on Document Image Analysis for Libraries�…, 2006 | 2006 | 74 |
| Session 2-Image Processing-Restoring Ink Bleed-Through Degraded Document Images Using a Recursive Unsupervised Classification Technique D Fadoua, FL Bourgeois, H Emptoz |
Lecture Notes in Computer Science 3872, 38-49, 2006 | 2006 | 0 |
| a Modified Mean Shift Algorithm For Efficient Document Image Restoration D Fadoua, F Le Bourgeois, H Emptoz |
SITIS, 2006 | 2006 | 2 |
| Restoring ink bleed-through degraded document images using a recursive unsupervised classification technique D Fadoua, F Le Bourgeois, H Emptoz |
Document Analysis Systems VII: 7th International Workshop, DAS 2006, Nelson�…, 2006 | 2006 | 120 |
| A recursive approach for bleedthrough removal F Drira, H Emptoz |
Proc. Camera-based Doc. Analysis and Recognition, 119-126, 2005 | 2005 | 4 |
| Image watermarking technique based on the steerable pyramid transform F Drira, F Denis, AM Baskurt |
Wavelet Applications in Industrial Processing II 5607, 165-176, 2004 | 2004 | 23 |
| Tatouage d’images par techniques multidirectionnelles et multiresolution F Drira, F Denis, A Baskurt |
COmpression et REpr�sentation des Signaux Audiovisuels-CORESA-2004, 2004 | 2004 | 0 |
| Interactive Solutions for Advancing Attention Deficit Hyperactivity Disorder Diagnosis and Management in Children R Walha, F Drira, I Guizani, W Regaieg, K Khemakhem, M Chaabane, ... |
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| Cs2cl: Constrained Sparse Connection for Continual Learning F Drira, F Lebourgeois, B Kerautret |
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| Study of acoustic analysis and modeling for Automatic Standard Arabic Speech Recognition R Walha, F Drira, H El-Abed, AM Alimi |
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| IMAGE WATERMARKING USING THE STEERABLE PYRAMID TRANSFORM F DRIRA, F DENIS, A BASKURT |
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| On Developing an Automatic Speech Recognition System for Standard Arabic R Walha, F Drira, H El-Abed, AM Alimi |
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