TY - JOUR
T1 - SC-FPP
T2 - breaking 1 kHz frame-rate limits of 3D reconstruction with industrial cameras via snapshot compressive fringe projection profilometry
AU - Liu, Xichun
AU - Tang, Dawei
AU - Zhang, Jun
AU - Wang, Jian
AU - Guo, Wei
AU - Lou, Shan
AU - Zeng, Wenhan
AU - Zhu, Jinlong
AU - Liu, Shiyuan
AU - Jiang, Jane
N1 - Funding Information:
This work was supported in part by the National Key Research and Development Program of China (2023YFB4606000), in part by the National Natural Science Foundation of China (52475557), in part by the Huazhong University of Science and Technology (5019190003), and in part by the Innovation Project of Optics Valley Laboratory (OVL2023PY003).
Publisher Copyright:
© 2025
PY - 2025/12/1
Y1 - 2025/12/1
N2 - Fringe projection profilometry (FPP) is constrained by the synchronization mechanism of projector-camera pairs, limiting its application in high-spatiotemporal-resolution scenarios, such as additive manufacturing molten pool monitoring and dynamic testing. Specifically, the 3D reconstruction frame rate of FPP is limited by the camera transmission bandwidth and the length of projection sequence required for unambiguous phase retrieval: an f Hz industrial camera typically achieves up to only f/P Hz 3D imaging (P is the projection sequence length). This frame-rate loss restricts industrial monitoring to ∼100 Hz. To address the problem, we propose the snapshot compressive FPP (SC-FPP), a high-speed 3D imaging method that integrates FPP with snapshot compressive imaging (SCI). By employing random spatial optical field encoding and subsequent fringe images recovery, SC-FPP enables high-resolution 3D imaging at up to Bf/P Hz (B is the compression ratio). Hybrid simulation experiment results show that SC-FPP enables 3D imaging at over 1 kHz using an industrial camera by setting B=P. At the same time, accuracy validation further demonstrates that SC-FPP delivers superior measurement precision, reaching an RMSE of 36.6 μm in standard sphere tests. This method breaks through the hardware frame-rate limit of industrial cameras, providing a low-cost, high-performance solution for in-process high-speed 3D monitoring.
AB - Fringe projection profilometry (FPP) is constrained by the synchronization mechanism of projector-camera pairs, limiting its application in high-spatiotemporal-resolution scenarios, such as additive manufacturing molten pool monitoring and dynamic testing. Specifically, the 3D reconstruction frame rate of FPP is limited by the camera transmission bandwidth and the length of projection sequence required for unambiguous phase retrieval: an f Hz industrial camera typically achieves up to only f/P Hz 3D imaging (P is the projection sequence length). This frame-rate loss restricts industrial monitoring to ∼100 Hz. To address the problem, we propose the snapshot compressive FPP (SC-FPP), a high-speed 3D imaging method that integrates FPP with snapshot compressive imaging (SCI). By employing random spatial optical field encoding and subsequent fringe images recovery, SC-FPP enables high-resolution 3D imaging at up to Bf/P Hz (B is the compression ratio). Hybrid simulation experiment results show that SC-FPP enables 3D imaging at over 1 kHz using an industrial camera by setting B=P. At the same time, accuracy validation further demonstrates that SC-FPP delivers superior measurement precision, reaching an RMSE of 36.6 μm in standard sphere tests. This method breaks through the hardware frame-rate limit of industrial cameras, providing a low-cost, high-performance solution for in-process high-speed 3D monitoring.
KW - 3D reconstruction
KW - Frame-rate limit
KW - Fringe projection profilometry
KW - In-process monitoring
KW - Snapshot compressive imaging
UR - https://www.scopus.com/pages/publications/105013085293
U2 - 10.1016/j.optlastec.2025.113757
DO - 10.1016/j.optlastec.2025.113757
M3 - Article
AN - SCOPUS:105013085293
SN - 0030-3992
VL - 192
JO - Optics and Laser Technology
JF - Optics and Laser Technology
IS - Part C
M1 - 113757
ER -