Event Deflectometry and Triangulation for Mixed Reflectance Scenes

Event-based structured light systems have recently been introduced as an exciting alternative to conventional frame-based triangulation systems for the 3D measurements of diffuse surfaces. Important benefits include the fast capture speed and the high dynamic range provided by the used event camera - albeit at the cost of increased noise. So far, both low-accuracy event-based and high-accuracy frame-based 3D imaging systems are tailored to a specific surface type, such as diffuse or specular, and can not be used for a broader class of object surfaces (“mixed reflectance scenes"). In this research track, we present a novel event-based structured light system that enables fast 3D imaging of mixed reflectance scenes with high accuracy. We decompose the measured signals into diffuse, two-bounce specular, and other multi-bounce reflections. The diffuse surfaces in the scene are reconstructed using triangulation. Then, the reconstructed diffuse scene parts are leveraged as a ”display" to evaluate the specular scene parts via deflectometry.

This novel procedure allows us to use the entire scene as a virtual screen, using only a scanning laser and an event camera. The resulting system achieves fast and motion-robust reconstructions of mixed reflectance scenes with high accuracy. Moreover, we demonstrate an ”ultrafast" capture mode (250Hz) for the 3D measurement of diffuse scenes.


Research news featured on official University of Arizona Websites:

University of Arizona News Release: “Turning surroundings into a ‘virtual screen’ could help machines to better see in 3D” (May. 20, 2026)


Research news featured on external websites (selection):
Bioengineer: “Transforming Environments into a ‘Virtual Screen’ Enhances 3D Machine Vision” (May. 20, 2026)

Science Blog: “How Turning a Room Into a Giant Screen Gives Machines the 3D Vision They’ve Always Lacked” (May. 20, 2026)

Interesting Engineering: “3D-sensing technology could improve self-driving cars and robotic surgery” (May. 20, 2026)

KVOA: “New tech developed by U of A researchers turns rooms into virtual screens for 3D imaging” (May. 20, 2026)

Tech Xplore: “Turning surroundings into a ‘virtual screen’ could help machines see better in 3D” (May. 20, 2026)

Novus Light: “Event-Driven 3D Imaging Using Virtual-Screen Deflectometry for Complex Surfaces” (May. 25, 2026)

Photonics spectra: “Making Surroundings into a “Virtual Screen” Promises to Bolster 3D Machine Vision” (May. 28, 2026)

Vision spectra: “Making Surroundings into a “Virtual Screen” Promises to Bolster 3D Machine Vision” (May. 28, 2026)

Imaging & Machine Vision Europe: “Event-based 3D imaging research could improve mixed-reflectance machine vision” (June. 1, 2026)

iNEWS: “By transforming the environment into a “virtual screen,” the University of Arizona is helping machines better perceive the 3D world” (June. 2, 2026)

Selected Publications