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Dense Depth and Albedo from a Single-Shot Structured Light

Cited 6 time in Web of Science Cited 6 time in Scopus
Authors

Ha, Hyowon; Park, Jaesik; Kweon, In So

Issue Date
2015
Publisher
Institute of Electrical and Electronics Engineers Inc.
Citation
Proceedings - 2015 International Conference on 3D Vision, 3DV 2015, pp.127-134
Abstract
Single-shot structured light scanning has been actively investigated as it can recover accurate geometrical shape even on a dynamic scene. Since many single-shot approaches focus on improving depth accuracy, recovering the intrinsic properties of the scene such as albedo and shading are also valuable. In this paper, we propose a novel method that reconstructs not only the metric depth but also the intrinsic properties from a single structured light image. We extend the conventional color structured light model to embrace the Lambertian shading model. By using a color phase-shifting pattern, we parameterize the captured image with only two variables, albedo and depth. For an initial solution, a simple but powerful method to decompose sinusoids from the input image is presented. We formulate a non-linear cost function and jointly optimize albedo and depth efficiently by calculating analytic Jacobian. We demonstrate that our algorithm reasonably works on various real-world objects which exhibit challenging surface reflectance and albedo.
URI
https://hdl.handle.net/10371/201325
DOI
https://doi.org/10.1109/3DV.2015.22
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  • College of Engineering
  • Dept. of Computer Science and Engineering
Research Area Computer Graphics, Computer Vision, Machine Learning

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