Souhail Bakkali

Souhail Bakkali

Associate Professor and Research Scientist (Multimodal AI)

Publications

Publication Metrics: 20 peer-reviewed publications; 223 citations; H-index 6.

Hybrid Retrieval-Augmented Generation for Robust Multilingual Document Question Answering

A. Mudet, S. Bakkali
arXiv preprint · 2025
Paper

Cross-Lingual Learning for Low-Resource Khmer Scene Text Detection and Recognition

V. Nom, S. Keo, S. Bakkali, et al.
International Conference on Document Analysis and Recognition (ICDAR) · 2025
Paper

Visual Text Generation in Khmer Language: Challenges and Trends with Diffusion Models

S. Keo, V. Nom, S. Bakkali, M. M. Luqman, M. Coustaty, J-M. Ogier
International Conference on Document Analysis and Recognition (ICDAR) · 2025
Paper

WildKhmerST: A Comprehensive Benchmark Dataset for Khmer Scene Text Detection and Recognition

S. Keo, V. Nom, S. Bakkali, M. M. Luqman, M. Rusinol, M. Coustaty, J-M. Ogier
International Conference on Document Analysis and Recognition (ICDAR) · 2025
Paper

Confidence-based Knowledge Distillation to Reduce Training Costs and Carbon Footprint for Low-Resource Neural Machine Translation

M. Zafar, P. J. Wall, S. Bakkali, et al.
Applied Sciences · 2025
Paper DOI

Evaluating the Impact of Khmer Font Types on Text Recognition

V. Nom, S. Bakkali, M. M. Luqman, et al.
arXiv preprint · 2025
Paper

Fusion of GNN and GBDT Models for Graph and Node Classification

M. Farhan, N. I. Kajla, M. D. A. Awan, M. M. Luqman, M. Coustaty, S. Bakkali
International Workshop on Graph-Based Representations in Pattern Recognition (GbRPR) · 2025
Paper

IDTrust: Deep Identity Document Quality Detection with Bandpass Filtering

M. Al-Ghadi, J. Voerman, S. Bakkali, M. Coustaty, O. Lessard, N. Sidere
Winter Conference on Applications of Computer Vision (WACV) Workshops · 2025
Paper

DocSum: Domain-Adaptive Pre-training for Document Abstractive Summarization

P. P. M. Chau, S. Bakkali, A. Doucet
Winter Conference on Applications of Computer Vision (WACV) · 2025
Paper

GlobalDoc: A Cross-Modal Vision-Language Framework for Real-World Document Image Retrieval and Classification

S. Bakkali, S. Biswas, Z. Ming, M. Coustaty, M. Rusinol, O. Ramos Terrades, J. Llados
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) · 2025
Paper

KhmerST: A Low-Resource Khmer Scene Text Detection and Recognition Benchmark

V. Nom, S. Bakkali, M. M. Luqman, M. Coustaty, J-M. Ogier
Asian Conference on Computer Vision (ACCV) · 2024
Paper

Multimodal Adaptive Inference for Document Image Classification with Anytime Early Exiting

O. Hamed, S. Bakkali, M. Blaschko, S. Moens, J. Van Landeghem
International Conference on Document Analysis and Recognition (ICDAR) · 2024
Paper

LLMChain: Blockchain-based Reputation System for Sharing and Evaluating Large Language Models

M. A. Bouchiha, Q. Telnoff, S. Bakkali, R. Champagnat, M. Rabah, M. Coustaty, Y. Ghamri-Doudane
IEEE 48th Annual Computers, Software, and Applications Conference (COMPSAC) · 2024
Paper

State-of-the-Art Khmer Text Recognition Using Deep Learning Models

S. Keo, M. Coustaty, S. Bakkali, et al.
ASEAN Conference on Emerging Technologies · 2024
Paper

VLCDoC: Vision-Language Contrastive Pre-training Model for Cross-Modal Document Classification

S. Bakkali, Z. Ming, M. Coustaty, M. Rusinol, O. Ramos Terrades
Pattern Recognition · 2023
Paper

Multimodal Document Understanding with Unified Vision and Language Cross-Modal Learning

S. Bakkali
PhD Thesis, Universite de La Rochelle · 2022
Paper

EAML: Ensemble Self-Attention-Based Mutual Learning Network for Document Image Classification

S. Bakkali, Z. Ming, M. Coustaty, M. Rusinol
International Journal on Document Analysis and Recognition (IJDAR) · 2021
Paper

Cross-modal Deep Networks for Document Image Classification

S. Bakkali, Z. Ming, M. Coustaty, M. Rusinol
IEEE International Conference on Image Processing (ICIP) · 2020
Paper

Visual and Textual Deep Feature Fusion for Document Image Classification

M. Farhan, N. I. Kajla, M. D. A. Awan, M. M. Luqman, M. Coustaty, S. Bakkali
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2020
Paper

Face Detection in Camera Captured Images of Identity Documents Under Challenging Conditions

S. Bakkali, Z. Ming, M. M. Luqman, J-C. Burie
International Conference on Document Analysis and Recognition Workshops (ICDARW) · 2019
Paper

Scientific Research (Legacy)