Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Spermidine Remodels the Mitochondrial Metabolism of Tumor-Infiltrating Lymphocytes.

Journal of immunology research·2025

Same author

Energy Conservation and Production Efficiency Enhancement in Herbal Medicine Extraction: Self-Adaptive Decision-Making Boiling Judgment via Acoustic Emission Technology.

Pharmaceuticals (Basel, Switzerland)·2025

Same author

High-entropy Mn-Prussian blue analogues enable long-term cycling in aqueous sodium-ion batteries through synergistic redox and ion diffusion enhancements.

Journal of colloid and interface science·2025

Same author

Association between long-term exposure to air pollutant mixture and the risk of Alzheimer's disease among older people: a prospective cohort study in China.

BMC public health·2025

Same author

[Influence of Exercise Prescription on the Recovery of Cognitive Function In College Students With Mild-to-Moderate Depression].

Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition·2025

Same author

A smart gene circuit for precise regulation of tumor cell behavior.

Synthetic and systems biotechnology·2025

Same journal

Gaussian-modulated continuous-variable quantum key distribution over 60 km fiber using an integrated silicon photonic receiver.

Optics letters·2026

Same journal

E2E-OCT: end-to-end joint learning model using optical coherence tomography images for vocal cord leukoplakia diagnosis.

Optics letters·2026

Same journal

Holographic generation of panoramic 3D scenes by concave ellipsoidal mirror reflection.

Optics letters·2026

Same journal

Dual-pilot phase recovery with pair-wise maximum-ratio combining for coherent PONs.

Optics letters·2026

Same journal

Mapping the whispering gallery modes of a CaF<sub>2</sub> disk resonator with half-tapered fibers to estimate the fundamental mode volume.

Optics letters·2026

Same journal

Quantitative estimation of deep-subwavelength scale via dark-field scattering axial energy concentration decay profiles.

Optics letters·2026

See all related articles

Search research articles

Related Experiment Video

Updated: Dec 20, 2025

Lensless Fluorescent Microscopy on a Chip

Lensless Fluorescent Microscopy on a Chip

Published on: August 17, 2011

Single-pixel sensing with optimal binarized modulation.

Hao Fu, Liheng Bian, Jun Zhang

|June 2, 2020

Summary

This summary is machine-generated.

Single-pixel sensing (SPS) bypasses complex imaging, using minimal measurements for high-level sensing. This novel approach achieves 96% accuracy in handwritten digit classification with reduced hardware and software needs.

More Related Videos

Single Molecule Fluorescence Microscopy on Planar Supported Bilayers

Single Molecule Fluorescence Microscopy on Planar Supported Bilayers

Published on: October 31, 2015

Microfluidic Platform with Multiplexed Electronic Detection for Spatial Tracking of Particles

Microfluidic Platform with Multiplexed Electronic Detection for Spatial Tracking of Particles

Published on: March 13, 2017

Related Experiment Videos

Last Updated: Dec 20, 2025

Lensless Fluorescent Microscopy on a Chip

Lensless Fluorescent Microscopy on a Chip

Published on: August 17, 2011

Single Molecule Fluorescence Microscopy on Planar Supported Bilayers

Single Molecule Fluorescence Microscopy on Planar Supported Bilayers

Published on: October 31, 2015

Microfluidic Platform with Multiplexed Electronic Detection for Spatial Tracking of Particles

Microfluidic Platform with Multiplexed Electronic Detection for Spatial Tracking of Particles

Published on: March 13, 2017

Area of Science:

Optics and Photonics
Machine Learning
Computer Vision

Background:

Conventional sensing requires high-fidelity images, necessitating complex hardware or reconstruction.
Existing methods face limitations in hardware complexity and computational load.

Purpose of the Study:

To introduce Single-Pixel Sensing (SPS) for direct high-level sensing from minimal measurements.
To reduce hardware and software complexity in sensing applications.
To develop an efficient framework for machine intelligence with data-reduced acquisition.

Main Methods:

Employs binarized light modulation at a high refresh rate (∼22.7kHz).
Utilizes single-pixel coupled detection across a wide spectrum with high signal-to-noise ratio.
Implements end-to-end deep learning for decoding, optimizing modulation patterns via a two-step training strategy.

Main Results:

Demonstrated effectiveness on the handwritten MNIST dataset classification task.
Achieved 96% classification accuracy at a sensing rate of ∼1kHz.
Showcased reduced hardware and software complexity compared to conventional methods.

Conclusions:

SPS offers a novel framework for efficient machine intelligence.
The technique enables data-reduced acquisition and load-relieved processing.
SPS achieves high accuracy with significantly simplified sensing systems.