Sonia Bouzidi

24 papers B 4C 3Misc 1Journal 11Unranked 5
YearRankTypeTitle / Venue / Authors
2026 — conf
BEFT vs. LoRA: Parameter-Efficient Fine-Tuning for Auto-Optimized Vision Transformers in Image Classification.
ICAART (4)
Moez Hamdi, Sonia Bouzidi, Imen Jdey
2025 — conf
Auto-Optimized Parameter-Efficient Fine-Tuning for Skin Lesion Classification with Vision Transformers.
RTSI
Moez Hamdi, Sonia Bouzidi, Imen Jdey, Fadoua Drira, Berrin Yanikoglu
2025 B conf
Towards Explainable Skin Cancer Diagnosis: A Vision Transformer Approach with Grad-CAM Visualization.
IJCNN
Sonia Bouzidi, Imen Jdey, Fadoua Drira
2025 J jnl
U-Net for Remote Sensing: A Spectral Index-Based Approach With Explainable AI for Robust Change Detection.
IEEE Trans. Geosci. Remote. Sens.
Yosra Naceur, Sonia Bouzidi, Mariem Zaouali
2024 J jnl
Fusion of UNet and ResNet decisions for change detection using low and high spectral resolution images.
Signal Image Video Process.
Emna Brahim, Emna Amri, Walid Barhoumi, Sonia Bouzidi
2023 — conf
ResNet Classifier Using Shearlet-Based Features for Detecting Change in Satellite Images.
VISIGRAPP (4: VISAPP)
Emna Brahim, Sonia Bouzidi, Walid Barhoumi
2023 J jnl
Robustness assessment of hyperspectral image CNNs using metamorphic testing.
Inf. Softw. Technol.
Rached Bouchoucha, Houssem Ben Braiek, Foutse Khomh, Sonia Bouzidi, Rania Zaatour
2022 J jnl
DiverGet: A Search-Based Software Testing Approach for Deep Neural Network Quantization Assessment.
CoRR
Ahmed Haj Yahmed, Houssem Ben Braiek, Foutse Khomh, Sonia Bouzidi, Rania Zaatour
2022 J jnl
DiverGet: a Search-Based Software Testing approach for Deep Neural Network Quantization assessment.
Empir. Softw. Eng.
Ahmed Haj Yahmed, Houssem Ben Braiek, Foutse Khomh, Sonia Bouzidi, Rania Zaatour
2022 C conf
Selection of the 3-D Shearlet Cubes for Improving Hyperspectral Image Joint Sparse Classification.
IGARSS
Mariem Zaouali, Sonia Bouzidi
2021 C conf
Change detection in optical remote sensing images using shearlet transform and convolutional neural networks.
AICCSA
Emna Brahim, Sonia Bouzidi, Walid Barhoumi
2020 J jnl
Unsupervised Image-Adapted Local Fisher Discriminant Analysis to Reduce Hyperspectral Images Without Ground Truth.
IEEE Trans. Geosci. Remote. Sens.
Rania Zaatour, Sonia Bouzidi, Ezzeddine Zagrouba
2019 J jnl
Class-adapted local fisher discriminant analysis to reduce highly-dimensioned data on commodity hardware: application to hyperspectral images.
Multim. Tools Appl.
Rania Zaatour, Sonia Bouzidi, Ezzeddine Zagrouba
2018 J jnl
3-D Shearlet Transform Based Feature Extraction for Improved Joint Sparse Representation HSI Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Mariem Zaouali, Sonia Bouzidi, Ezzeddine Zagrouba
2018 J jnl
Improved algorithm for hyperspectral image classification.
J. Electronic Imaging
Sonia Bouzidi, Houssem Ben Braiek
2018 B conf
Parallel and Distributed Local Fisher Discriminant Analysis to Reduce Hyperspectral Images on Cloud Computing Architectures.
ACIVS
Rania Zaatour, Sonia Bouzidi, Ezzeddine Zagrouba
2017 — conf
Impact of Feature Extraction and Feature Selection Techniques on Extended Attribute Profile-based Hyperspectral Image Classification.
VISIGRAPP (4: VISAPP)
Rania Zaatour, Sonia Bouzidi, Ezzeddine Zagrouba
2017 B conf
Shearlet-Based Region Map Guidance for Improving Hyperspectral Image Classification.
ACIVS
Mariem Zaouali, Sonia Bouzidi, Ezzeddine Zagrouba
2016 — conf
Land Cover Clustering based on Improved Dictionary Learning Method from Modis Data.
VISIGRAPP (4: VISAPP)
Mariem Zaouali, Sonia Bouzidi, Ezzeddine Zagrouba
2016 J jnl
Review of multiscale geometric decompositions in a remote sensing context.
J. Electronic Imaging
Mariem Zaouali, Sonia Bouzidi, Ezzeddine Zagrouba
2003 C conf
An approach for land cover change detection using low spatial resolution data.
IGARSS
Sonia Bouzidi, Salem Belhaj, Isabelle Herlin, Jean-Paul Berroir
1998 B conf
A remote sensing data fusion approach to monitor agricultural areas.
ICPR
Sonia Bouzidi, Jean-Paul Berroir, Isabelle Herlin
1998 Misc conf
An operational approach to monitor vegetation using remote sensing.
ICASSP
Sonia Bouzidi, Jean-Paul Berroir, Isabelle Herlin
1996 J jnl
Image Processing for Sequences of Oceanographic Images.
Comput. Animat. Virtual Worlds
Isabelle Herlin, Isaac Cohen, Sonia Bouzidi