mlsanityData to 7 Oct 2026

SGE: Structured Light System Based on Gray Code with an Event Camera

arXiv 2403.07326 ↗First posted 12 Mar 2024cs.CVcited by 5

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Abstract (arXiv)

Fast and accurate depth sensing has long been a significant research challenge. Event camera, as a device that quickly responds to intensity changes, provides a new solution for structured light (SL) systems. In this paper, we introduce Gray code into event-based SL systems for the first time. Our setup includes an event camera and a Digital Light Processing (DLP) projector, enabling depth estimation through high-speed projection and decoding of Gray code patterns. By employing Gray code for point matching in event-based SL system, our method is immune to timestamp noise, realizing high-speed depth estimation without loss of accuracy and spatial resolution. The binary nature of events and Gray code minimizes data redundancy, enabling us to fully utilize sensor bandwidth at 100%. Experimental results show that our approach achieves accuracy comparable to state-of-the-art scanning methods while surpassing them in data acquisition speed (up to 41 times improvement) without sacrificing accuracy and spatial resolution. Our proposed approach offers a highly promising solution for ultra-fast, real-time, and high-precision dense depth estimation.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 13 of its 59 references that are in the map. First posted on arXiv 12 Mar 2024.

Builds on

13 of 59 references.

References · 13

  1. 2019Event-based Vision: A Surveycited by 1,010
  2. 2019High Speed and High Dynamic Range Video with an Event Cameracited by 344
  3. 2018Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotioncited by 304
  4. 2018A Unifying Contrast Maximization Framework for Event Cameras, with Applications to Motion, Depth, and Optical Flow Estimationcited by 178
  5. 2017Ultimate SLAM? Combining Events, Images, and IMU for Robust Visual SLAM in HDR and High Speed Scenarioscited by 150
  6. 2021Event-Based Fusion for Motion Deblurring with Cross-modal Attentioncited by 112
  7. 2021Combining Events and Frames using Recurrent Asynchronous Multimodal Networks for Monocular Depth Predictioncited by 88
  8. 2020Learning Monocular Dense Depth from Eventscited by 84
  9. 2021ESL: Event-based Structured Lightcited by 22
  10. 2018Event-Based Structured Light for Depth Reconstruction using Frequency Tagged Light Patternscited by 9
  11. 2024Temporal-Mapping Photography for Event Camerascited by 9
  12. 2023Improving Fast Auto-Focus with Event Polaritycited by 5
1 more
  1. 2024X-maps: Direct Depth Lookup for Event-based Structured Light Systemscited by 4

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 4; 2026: 1.

5 papers.