LCOMS Lab's approach to the Vision For Vitals (V4V) Challenge. - Yassine Ouzar; Djamaleddine Djeldjli; Frédéric Bousefsaf; Choubeila Maaoui (ICCVW, 2021)

iPPG 2 cPPG: Reconstructing contact from imaging photoplethysmographic signals using U-Net architectures. - Frédéric Bousefsaf; Djamaleddine Djeldjli; Yassine Ouzar; Choubeila Maaoui; Alain Pruski (Comput. Biol. Medicine, 2021)

Video-based multimodal spontaneous emotion recognition using facial expressions and physiological signals. - Yassine Ouzar; Frédéric Bousefsaf; Djamaleddine Djeldjli; Choubeila Maaoui (CVPR Workshops, 2022)

Multimodal Stress State Detection from Facial Videos Using Physiological Signals and Facial Features. - Yassine Ouzar; Lynda Lagha; Frédéric Bousefsaf; Choubeila Maaoui (ICPR Workshops (4), 2022)

Estimation of blood pressure waveform from facial video using a deep U-shaped network and the wavelet representation of imaging photoplethysmographic signals. - Frédéric Bousefsaf; Théo Desquins; Djamaleddine Djeldjli; Yassine Ouzar; Choubeila Maaoui; Alain Pruski (Biomed. Signal Process. Control., 2022)

Reconnaissance automatique sans contact de l'état affectif de la personne par fusion physio-visuelle à partir de vidéo du visage. (Video-based physio-visual for automatic human affective state recognition). - Yassine Ouzar (2023)

X-iPPGNet: A novel one stage deep learning architecture based on depthwise separable convolutions for video-based pulse rate estimation. - Yassine Ouzar; Djamaleddine Djeldjli; Frédéric Bousefsaf; Choubeila Maaoui (Comput. Biol. Medicine, 2023)

Interpretable one-class classification framework for prescription error detection using BERT embeddings and dimensionality reduction. - Yassine Ouzar; Faiza Ajmi; Sarah Ben Othman; Chloé Rousselière; Bertrand Decaudin; Pascal Odou; Slim Hammadi (Comput. Biol. Medicine, 2025)

Wearable-Derived Behavioral and Physiological Biomarkers for Classifying Unipolar and Bipolar Depression Severity. - Yassine Ouzar; Clémence Nineuil; Fouad Boutaleb; Emery Pierson; Ali Amad; Mohamed Daoudi (CoRR, 2025)