55 citations · 190 across the 22 of their papers we have counts for
4 papers · 1 filter
Explainable Depression Detection via Head Motion Patterns
Monika Gahalawat, Raul Fernandez Rojas, Tanaya Guha +2
While depression has been studied via multimodal non-verbal behavioural cues, head motion behaviour has not received much attention as a biomarker. This study demonstrates the util…
Robust Multiview Multimodal Driver Monitoring System Using Masked Multi-Head Self-Attention
Yiming Ma, Victor Sanchez, Soodeh Nikan +3
Driver Monitoring Systems (DMSs) are crucial for safe hand-over actions in Level-2+ self-driving vehicles. State-of-the-art DMSs leverage multiple sensors mounted at different loca…
Heterogeneous Graph Learning for Acoustic Event Classification
Amir Shirian, Mona Ahmadian, Krishna Somandepalli +1
Heterogeneous graphs provide a compact, efficient, and scalable way to model data involving multiple disparate modalities. This makes modeling audiovisual data using heterogeneous…
Explainable Human-centered Traits from Head Motion and Facial Expression Dynamics
Surbhi Madan, Monika Gahalawat, Tanaya Guha +2
We explore the efficacy of multimodal behavioral cues for explainable prediction of personality and interview-specific traits. We utilize elementary head-motion units named kinemes…