mlsanityData to 7 Oct 2026

Event-based Motion-Robust Accurate Shape Estimation for Mixed Reflectance Scenes

arXiv 2311.09652 ↗First posted 16 Nov 2023cs.CV cs.GRcited by 2

Not on the map. Why?

Abstract (arXiv)

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 event camera - albeit at the cost of lower data quality. 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 work, we present a novel event-based structured light system that enables fast 3D imaging of mixed reflectance scenes with high accuracy. On the captured events, we use epipolar constraints that intrinsically enable decomposing the measured reflections 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 (14Hz) reconstructions of mixed reflectance scenes with < 600 μm depth error. Moreover, we introduce an "ultrafast" capture mode (250Hz) for the 3D measurement of diffuse scenes.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 8 of its 70 references that are in the map. First posted on arXiv 16 Nov 2023.

Builds on

8 of 70 references.

References · 8

  1. 2019Event-based Vision: A Surveycited by 1,010
  2. 2021ESL: Event-based Structured Lightcited by 22
  3. 2022ORCa: Glossy Objects as Radiance Field Camerascited by 20
  4. 2023Event-based Shape from Polarizationcited by 16
  5. 2022Single-Photon Structured Lightcited by 8
  6. 2023Accurate Eye Tracking from Dense 3D Surface Reconstructions using Single-Shot Deflectometrycited by 5
  7. 2022Deflectometry for specular surfaces: an overviewcited by 3
  8. 2023Optimization-Based Eye Tracking using Deflectometric Informationcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 1.

2 papers.