Evidence map›Paper›PMID 42451401›Full record

ArticleSensors (Basel, Switzerland)2026

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

Pallab Sutradhar, Alberto Martín-Pérez, Fahima Chowdhury, Yingying Gao, Rubén Rodrigues, Alejandro Martinez de Ternero, Pedro J Lobo, Eduardo Juarez

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Pallab SutradharCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0000-0002-5731-5199
Alberto Martín-PérezCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0000-0003-4715-6814
Fahima ChowdhuryAspire Institute Inc., 255 Main Street, Cambridge, MA 02142, USA.ORCID 0000-0002-6688-1395
Yingying GaoCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0009-0000-3662-5596
Rubén RodriguesCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0009-0003-1103-6279
Alejandro Martinez de TerneroCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0000-0003-2668-2903
Pedro J LoboCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0000-0003-4416-5985
Eduardo JuarezCentro de Electrónica Industrial y Sistemas Multimodales (CEIMM), Universidad Politécnica de Madrid (UPM), 28031 Madrid, Spain.ORCID 0000-0002-6096-1511

Funding

European Commission 101112089Ministerio de Ciencia e Innovación PID2023-148285OB-C44Ministerio de Ciencia, Innovación y Universidades - Agencia Estatal de Investigación PCI2023-143423
6 · The paper itself

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×.

Indexed as

demodulationFPGAhyperspectral imagingreal timeSFDISoCstructured illuminationsynchronizationthree-phased demodulationthree-step phase shift

Identifiers

PMID42451401
PMCPMC13364125

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.