I’m always interested in collaborations that take multimodal sensing and machine learning from the lab into the built environment; building retrofit, worker safety, and industrial inspection.
How to reach me
The best way to start a conversation is a message on LinkedIn. I don’t use email for first contact.
Topics I’m currently working on
- Thermal digital twins for building retrofit (INSULATED): RGB+Thermal 3D reconstruction, in-situ estimation of thermophysical properties, simulation-ready models.
- AI for worker safety (Safety Coach): gesture detection from wearable sensors, uncertainty-aware calibration, deploying multimodal models on single sensors.
- Robotics for inspection and maintenance: elevator-shaft robotics, teaching-by-demonstration, see Patents.
Ideas I’d love to explore
- If you work with non-visual sensing modalities (radar, thermal, IMU, wireless), I’m interested in how foundational vision models transfer to them — see SEAR for the RGB+Thermal case.
- If you have a building, infrastructure, or industrial application that needs 3D reconstruction or activity recognition, let’s talk about what an applied project would look like.
- If you’re a student looking for a Master thesis or internship topic, some open directions are listed in the “What’s next” sections of my recent papers (SEAR, D-CAT, PINN-it, UAC, FORGE-SIM).
See also: All publications | Projects | CV