Tech & Engineering
Updates every hour. Last Updated: 2-Apr-2026 17:15 ET (2-Apr-2026 21:15 GMT/UTC)
Modeling of parallel single-pixel imaging for 3D reconstruction: New insights and opportunities
Advanced Devices & InstrumentationPeer-Reviewed Publication
The growing prevalence of intelligent manufacturing and autonomous vehicles has intensified the demand for three-dimensional (3D) reconstruction under complex illumination conditions (including complex reflection and transmission). Traditional structured light techniques rely on inherent point-to-point triangulation, and is unable to decouple complex illuminations, resulting in errors in depth reconstruction. Parallel single-pixel imaging (PSI) has demonstrated unprecedented superiority under extreme conditions. However, a complete theoretical model has not yet been reported to adequately explain its underlying mechanisms and quantitatively characterize its performance. This hinders the effective application of the technology and its ability to accurately address practical needs. In this study, a comprehensive theoretical model for the PSI method is proposed, including imaging and noise models. The proposed imaging model describes light transport coefficients under complex illumination, elucidating the intrinsic mechanisms of successful 3D imaging using PSI. The developed noise model quantitatively analyzes the impact of environmental noise on measurement accuracy, offering a framework to guide the error analysis of a PSI system. Numerical simulations and experimental results validate the proposed models, revealing the generality and robustness of PSI. Finally, potential research directions are highlighted to guide and inspire future investigations. The established theoretical models lay a solid foundation for PSI and bring new insights and opportunities for future application in more demanding 3D reconstruction tasks.
- Journal
- Advanced Devices & Instrumentation
Housing Bureau and HKU sign MOU on innovative technological research and applications for public housing developments in Hong Kong
The University of Hong KongBusiness Announcement
“Action for Earth” Summit at Hong Kong Climate Week convenes global leaders advancing climate adaptation policy and action
The University of Hong KongMeeting Announcement
Human disturbance in Nigerian forest reserve alters carbon storage dynamics
Biochar Editorial Office, Shenyang Agricultural UniversityA new analysis from the Ise-Ekiti Forest Reserve in Southwestern Nigeria provides a nuanced look at how human activities affect the carbon-storing capabilities of tropical forests. Researchers from the Institute of Ecology and Environmental Studies and the Department of Botany at Obafemi Awolowo University investigated the intricate connection between biomass, carbon stock, and potential CO₂ emissions in woody plants. The work compares sections of the forest with minimal human interference to areas impacted by activities like logging and agricultural expansion, offering critical data for conservation and climate change mitigation strategies.
- Journal
- Carbon Research
HKU's ultra-thin diamond fabrication technology named among China’s top 10 scientific advances of 2025
The University of Hong KongGrant and Award Announcement
HKU Centre of Functional Materials for Energy and Sustainability joins third InnoHK research cluster
The University of Hong KongBusiness Announcement