Three-dimensional shape measurement based on projector defocusing and deep learning

Donglin Yang; Yuzhen Zhang

doi:10.1117/12.2606669

24 November 2021 Three-dimensional shape measurement based on projector defocusing and deep learning

Donglin Yang, Yuzhen Zhang

Author Affiliations +

Proceedings Volume 12065, AOPC 2021: Optical Sensing and Imaging Technology; 120652M (2021) https://doi.org/10.1117/12.2606669
Event: Applied Optics and Photonics China 2021, 2021, Beijing, China

Abstract

High-speed real-time three-dimensional(3D) measurement is of great significance for the measurement of high-speed dynamic process. However, the projector needs a long time integration to project different gray levels, and needs a complicated gamma correction process, which greatly limits its measurement speed and accuracy. The appearance of defocus fringe projection technology provides a new perspective for high-speed dynamic 3D measurement. With the research on the feasibility of the combination of deep learning and traditional digital fringe projection 3D measurement technology, the development of fringe projection technology is also breeds new breakthroughs. In this paper, we combine the defocus fringe projection technology with deep learning, and propose a 3D shape measurement based on projector defocusing and deep learning. Experiments show that by collecting sufficient and comprehensive training data and after many reasonable trainings, this method can effectively eliminate the ripple error in the traditional three-step phase shift method and the measurement accuracy is comparable to that of the twelve-step phase-shifting method.

Citation Download Citation

Donglin Yang and Yuzhen Zhang "Three-dimensional shape measurement based on projector defocusing and deep learning", Proc. SPIE 12065, AOPC 2021: Optical Sensing and Imaging Technology, 120652M (24 November 2021); https://doi.org/10.1117/12.2606669

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

;

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Phase shifts

Projection systems

3D metrology

3D modeling

Neural networks

Modulation

Keywords/Phrases

Search In:

Publication Years