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Article

Real-Time Structural Illumination with Hyperspectral Images: A Tunable Projection–Capture Synchronizer for Three-Phase Demodulation on Embedded Heterogeneous Computing Platforms

by
Pallab Sutradhar
1,*,
Alberto Martín-Pérez
1,
Fahima Chowdhury
2,
Yingying Gao
1,
Rubén Rodrigues
1,
Alejandro Martinez de Ternero
1,
Pedro J. Lobo
1 and
Eduardo Juarez
1,*
1
Centro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain
2
Aspire Institute Inc., 255 Main Street, Cambridge, MA 02142, USA
*
Authors to whom correspondence should be addressed.
Sensors 2026, 26(13), 4159; https://doi.org/10.3390/s26134159
Submission received: 21 November 2025 / Revised: 1 June 2026 / Accepted: 10 June 2026 / Published: 1 July 2026
(This article belongs to the Special Issue Applications of Sensors Based on Embedded Systems)

Abstract

Structured illumination (SI) involves projecting controlled spatial light patterns onto a scene or sample and processing the captured response to recover information such as the phase, surface shape, or optical contrast. Three-Step Phase Shifting (TPS), also known as three-phase demodulation (TPD) in the spatial frequency domain imaging (SFDI) field, is a common SI workflow in which three phase-shifted sinusoidal patterns are projected and captured sequentially for one demodulation. To achieve acceptable demodulation quality, all three phase-shifted patterns must be captured correctly. However, achieving this quality introduces a trade-off since each phase must be captured at the correct time, increasing acquisition time and requiring precise projector–camera synchronization. In real-time TPD-based SI, low pattern-generation throughput, synchronization uncertainty, and often bulky desktop implementations remain major limitations. Therefore, this work investigates, designs, and validates a deterministic, low-latency, and portable projection–capture synchronization system for TPD-based SI. First, a Hyperspectral (HS) Python-based SI (HSPy-SI) system, representative of common state-of-the-art (SOTA) implementations, is evaluated. It uses an HS snapshot camera and a fixed-delay desktop synchronizer. Then, the proposed HyperSI system is introduced as a real-time projection–capture synchronizer implemented as a bench-top prototype on heterogeneous embedded platforms: a Single-Board Computer (SBC) and a System-on-Chip (SoC) board. Its core contribution is a tunable parameter, W (Frame Count to Wait), which counts frame-generation interrupts before capture and reduces the delay-search space. Compared with the SOTA, HyperSI achieves over 8× higher pattern-generation throughput, increases polarized acquisition by 7× to nearly 4 FPS, reaches about 12 FPS without polarizers, and reduces waiting time by 88×.
Keywords: real time; structured illumination; three-step phase shift; three-phased demodulation; hyperspectral imaging; SoC; FPGA; synchronization; demodulation; SFDI real time; structured illumination; three-step phase shift; three-phased demodulation; hyperspectral imaging; SoC; FPGA; synchronization; demodulation; SFDI
Graphical Abstract

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MDPI and ACS Style

Sutradhar, P.; Martín-Pérez, A.; Chowdhury, F.; Gao, Y.; Rodrigues, R.; Ternero, A.M.d.; Lobo, P.J.; Juarez, E. Real-Time Structural Illumination with Hyperspectral Images: A Tunable Projection–Capture Synchronizer for Three-Phase Demodulation on Embedded Heterogeneous Computing Platforms. Sensors 2026, 26, 4159. https://doi.org/10.3390/s26134159

AMA Style

Sutradhar P, Martín-Pérez A, Chowdhury F, Gao Y, Rodrigues R, Ternero AMd, Lobo PJ, Juarez E. Real-Time Structural Illumination with Hyperspectral Images: A Tunable Projection–Capture Synchronizer for Three-Phase Demodulation on Embedded Heterogeneous Computing Platforms. Sensors. 2026; 26(13):4159. https://doi.org/10.3390/s26134159

Chicago/Turabian Style

Sutradhar, Pallab, Alberto Martín-Pérez, Fahima Chowdhury, Yingying Gao, Rubén Rodrigues, Alejandro Martinez de Ternero, Pedro J. Lobo, and Eduardo Juarez. 2026. "Real-Time Structural Illumination with Hyperspectral Images: A Tunable Projection–Capture Synchronizer for Three-Phase Demodulation on Embedded Heterogeneous Computing Platforms" Sensors 26, no. 13: 4159. https://doi.org/10.3390/s26134159

APA Style

Sutradhar, P., Martín-Pérez, A., Chowdhury, F., Gao, Y., Rodrigues, R., Ternero, A. M. d., Lobo, P. J., & Juarez, E. (2026). Real-Time Structural Illumination with Hyperspectral Images: A Tunable Projection–Capture Synchronizer for Three-Phase Demodulation on Embedded Heterogeneous Computing Platforms. Sensors, 26(13), 4159. https://doi.org/10.3390/s26134159

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