Publications

My research papers are presented mostly in machine learning and computer vision conferences. Recently, I have been working at the intersection of machine learning, computer vision and medical research. I strive to develop technical innovations and produce clinical contributions. As a result, my research is also published in medical journals. You can find all my articles on my Google Scholar profile.

(Selected) Papers

• Using visual attention estimation on videos for automated prediction of autism spectrum disorder and symptom severity in preschool children.
  de Belen, R. A. J., Eapen, V., Bednarz, T., & Sowmya, A.
  In PLOS ONE 2024
  
• Temporal Understanding of Gaze Communication with GazeTransformer.
  de Belen, R. A., Mohammadi, G., & Sowmya, A.
  In NeuRIPS 2023 Workshop on Gaze Meets ML.
  
• Evaluating a human detection model in a behaviour analysis pipeline for suicide prevention.
  Yogesan, D. S., Onie, S., de Belen, R. A., Beavan, G., Sowmya, A., & Larsen, M.
  In 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)
  
• Eye-tracking correlates of response to joint attention in preschool children with autism spectrum disorder.
  de Belen, R. A., Pincham, H., Hodge, A., Silove, N., Sowmya, A., Bednarz, T., & Eapen, V.
  In BMC Psychiatry.
  
• Region-based trajectory analysis for abnormal behaviour detection: a trial study for suicide detection and prevention.
  Li, X., de Belen, R. A., Sowmya, A., Onie, S., & Larsen, M.
  In 2022 International Conference on Pattern Recognition.
  
• Scanpathnet: A recurrent mixture density network for scanpath prediction.
  de Belen, R. A. J., Bednarz, T., & Sowmya, A.
  In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
  
• Eyexplain autism: Interactive system for eye tracking data analysis and deep neural network interpretation for autism spectrum disorder diagnosis.
  de Belen, R. A. J., Bednarz, T., & Sowmya, A.
  In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems.
  
• Computer vision in autism spectrum disorder research: a systematic review of published studies from 2009 to 2019.
  de Belen, R. A. J., Bednarz, T., Sowmya, A., & Del Favero, D.
  Translational Psychiatry
  
• A systematic review of the current state of collaborative mixed reality technologies: 2013–2018.
  de Belen, R. A. J., Nguyen, H., Filonik, D., Del Favero, D., & Bednarz, T.
  AIMS Electronics and Electrical Engineering