2026

ThinkProbe: Beyond Accuracy, Structural Profiling of Open-Ended LLM Reasoning Traces via Non-Generative Thought Graphs

M.A. Kerkouri, S.D. Hernandez, M. Tliba, Y. Dauxais, M. Ben-Fares, P. Holat

arXiv preprint arXiv:2606.29067 (under review, EMNLP 2026), 2026

preprint

What They Saw, Not Just Where They Looked: Semantic Scanpath Similarity via VLMs and NLP Metrics

M. Tliba, M.A. Kerkouri, B. Wang, A. Chetouani, U. Bagci, A. Bruno

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2026

conference

Closing the Foveal Gap: Perceptually Grounded Scanpath Comparison with Disc IoU

M. Tliba, M.A. Kerkouri, Z. Sellam, C. Distante, A. Bruno, A. Chetouani

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2026

conference

SPGen: Stochastic Scanpath Generation for Paintings using Unsupervised Domain Adaptation

M.A. Kerkouri, M. Tliba, A. Chetouani, A. Bruno

arXiv preprint, 2026

preprint 2 citations

2025

Modeling Beyond MOS: Quality Assessment Models Must Integrate Context, Reasoning, and Multimodality

M.A. Kerkouri, M. Tliba, A. Chetouani, N. Aburaed, A. Bruno

arXiv preprint arXiv:2505.19696, 2025

preprint 3 citations

Morphology-Aware KOA Classification: Integrating Graph Priors with Vision Models

M. Tliba, M.A. Kerkouri, Y. Nasser, N. Aburaed, A. Chetouani, U. Bagci, et al.

arXiv preprint arXiv:2510.21801, 2025

preprint

A Graph-Driven Approach to Knee Osteoarthritis Severity Classification

M. Tliba, Y. Nasser, M.A. Kerkouri, A. Chetouani, R. Jennane

European Signal Processing Conference (EUSIPCO), 2025

conference

Shifts in Doctors' Eye Movements Between Real and AI-Generated Medical Images

D.C. Wong, B. Wang, G. Durak, M. Tliba, M.A. Kerkouri, A. Chetouani, A.E. Cetin, et al.

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2025

conference 2 citations

2024

Quantization Effects on Neural Networks Perception: How Would Quantization Change the Perceptual Field of Vision Models?

M.A. Kerkouri, M. Tliba, A. Chetouani, A. Bruno

Int. Conf. on Image Processing Theory, Tools and Applications (IPTA), 2024

conference 4 citations

Shifting Focus: From Global Semantics to Local Prominent Features in Swin-Transformer for Knee Osteoarthritis Severity Assessment

A. Sekhri, M. Tliba, M.A. Kerkouri, Y. Nasser, A. Chetouani, A. Bruno, et al.

European Signal Processing Conference (EUSIPCO), 2024

conference 7 citations

Perceptual Evaluation of Masked AutoEncoder Emergent Properties Through Eye-Tracking-Based Policy

M. Tliba, M.A. Kerkouri, A. Chetouani, A. Bruno, M. El Hassouni, A. Çöltekin

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2024

conference

AVAtt: Art Visual Attention Dataset for Diverse Painting Styles

M.A. Kerkouri, M. Tliba, A. Chetouani, A. Bruno

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2024

conference 2 citations

2023

Insights into Classifying and Mitigating LLMs' Hallucinations

A. Bruno, P.L. Mazzeo, A. Chetouani, M. Tliba, M.A. Kerkouri

arXiv preprint arXiv:2311.08117, 2023

preprint 44 citations

Automatic Diagnosis of Knee Osteoarthritis Severity Using Swin Transformer

A. Sekhri, M.A. Kerkouri, A. Chetouani, M. Tliba, Y. Nasser, R. Jennane, et al.

Int. Conf. on Content-Based Multimedia Indexing (CBMI), 2023

conference 20 citations

Detecting Colour Vision Deficiencies via Webcam-Based Eye-Tracking: A Case Study

A. Bruno, M. Tliba, M.A. Kerkouri, A. Chetouani, C.C. Giunta, A. Çöltekin

ACM Symposium on Eye Tracking Research & Applications (ETRA), 2023

conference 6 citations

ICIP 2023 Point Cloud Visual Quality Assessment Grand Challenge

A. Chetouani, G. Valenzise, A. Ak, E. Zerman, M. Quach, M. Tliba, M.A. Kerkouri, et al.

IEEE Int. Conf. on Image Processing (ICIP), 2023

challenge 8 citations

2022

SATSal: A Multi-Level Self-Attention Based Architecture for Visual Saliency Prediction

M. Tliba, M.A. Kerkouri, B. Ghariba, A. Chetouani, A. Çöltekin, M.S. Shehata, et al.

IEEE Access, vol. 10, pp. 20701–20713, 2022

journal 34 citations

Deep-Based Quality Assessment of Medical Images Through Domain Adaptation

M. Tliba, A. Sekhri, M.A. Kerkouri, A. Chetouani

IEEE Int. Conf. on Image Processing (ICIP), 2022

conference 12 citations

A Domain Adaptive Deep Learning Solution for Scanpath Prediction of Paintings

M.A. Kerkouri, M. Tliba, A. Chetouani, A. Bruno

Int. Conf. on Content-Based Multimedia Indexing (CBMI), 2022

conference 10 citations

Self-Supervised Scanpath Prediction Framework for Painting Images

M. Tliba, M.A. Kerkouri, A. Chetouani, A. Bruno

IEEE/CVF CVPR Workshops, 2022

workshop 9 citations

SalyPath360: Saliency and Scanpath Prediction Framework for Omnidirectional Images

M.A. Kerkouri, M. Tliba, A. Chetouani, M. Sayeh

Electronic Imaging, vol. 34(11), pp. 1–7, 2022

conference 12 citations

A Simple and Efficient Deep Scanpath Prediction

M.A. Kerkouri, A. Chetouani

Electronic Imaging, vol. 34(11), pp. 1–7, 2022

conference 4 citations

2021

SalyPath: A Deep-Based Architecture for Visual Attention Prediction

M.A. Kerkouri, M. Tliba, A. Chetouani, R. Harba

IEEE Int. Conf. on Image Processing (ICIP), 2021

conference 18 citations

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