Computing · Computer Vision · Computational Imaging

Vision systems for depth, motion, and synthetic data.

I’m an Assistant Professor in the School of Computing at Dublin City University (DCU) and a Visiting Fellow at Trinity College Dublin (TCD). My work spans 3D reconstruction, event-based sensing, and generative pipelines for controllable data and evaluation.

Depth & 3D

Dense geometry, refinement, and multi-camera reconstruction.

Event Vision

High-temporal perception, benchmarks, and eye dynamics.

Synthetic Data

Virtual humans and controllable generation under limited data.

ML Systems

End-to-end pipelines, evaluation, and deployment.

Academic Background

Selected appointments and degrees.

  • Nov. 2018 – May. 2021
    ADAPT Centre, Trinity College Dublin
    PostDoctoral Research Fellow

    Augmented Reality / Occlusion handling.

  • Feb. 2015 – June 2018
    National University of Ireland Galway
    PhD, Electronic & Electrical Engineering

    Depth estimation and 3D reconstruction in consumer imaging.

Research & Skills

Focus areas and core technical skills.

Research focus
  • Depth perception and 3D reconstruction
  • Visual odometry and motion cues
  • Event-based vision and navigation
  • Conditional generative models for synthetic data
Skills
  • PyTorch
  • TensorFlow
  • Keras
  • Python
  • MATLAB
  • C++
  • C#
  • Swift
  • REST APIs (Flask)
  • GitHub
  • GitLab
  • Jira
  • SQL
  • Blender
  • 3D workflows

Teaching

Selected modules taught in recent years.

Dublin City University
  • CA277 — Programming Fundamentals II 5 ECTS 2021–2024
  • CA268 — Computer Programming 3 (Data Structures & Algorithms) 5 ECTS 2021–2024
  • CA4007 — Computer Graphics and Image Processing 7.5 ECTS 2021–2024
Trinity College Dublin
  • EE955C22 — Computational Methods 10 ECTS 2024–2026
  • EEU44C16 — Deep Learning and its Applications 10 ECTS 2019–2020

Search and filter across journals, conferences, preprints, patents, and thesis entries.

Contact

For collaboration, supervision enquiries, or research discussions:

hossein.javidnia@dcu.ie

School of Computing, Dublin City University (DCU), Dublin, Ireland