ArticleScience advances2024
Real-time machine learning-enhanced hyperspectro-polarimetric imaging via an encoding metasurface.
Article in Science advances, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
What it found
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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.
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.
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Who cites it
17 citing papers in PubMed.
- A high-resolution polarization-hyperspectral image sensor for complex intelligent sensing.Nature communications · 2026Article
- High-accuracy hyperspectro-polarimetric real-time imaging via a deep learning empowered infrared meta-sensor.Light, science & applications · 2026Article
- Compact Snapshot Hyperspectral Imaging With Neural Dispersion-Engineered Metalens.Nanophotonics (Berlin, Germany) · 2026Article
- Fully Polarimetric Radar Cross-Section and High-Resolution Range Profile Co-Modulation via Diversely Time-Modulated Metasurface.Nanophotonics (Berlin, Germany) · 2026Article
- Modal contrast engineering in ultraviolet and visible metalenses enabled by material-selective hybridization.Nature communications · 2026Article
- Metalens Enables Parallel Chromatic Confocal Imaging over a Millimeter-Scale Depth Range with an Axial Space-Bandwidth Product of 68.Nano letters · 2026Article
- Design and Optimization of Full-Stokes Hyperspectro-Polarimetric Encoding Metasurfaces Based on Conditional Multi-Task Deep Learning.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Materials and System Design for Self-Decision Bioelectronic Systems.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Metaoptics merging computational optics and optical computing toward intelligent visual perception.Science advances · 2026Review
- Covalent-bonding chiroptical network structures for circular polarization differential imaging.Nature communications · 2025Article
- Meta-Dispersive 3D Chromatic Confocal Measurement.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Multifunctional Chiral Halide Perovskites: Advancing Chiro-Optics, Chiro-Optoelectronics, and Spintronics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Disordered-guiding photonic chip enabled high-dimensional light field detection.Nature communications · 2025Article
- High-dimensional one-shot optical field compressive sensing of structured light.Nature communications · 2025Article
- Accurate single-shot full-Stokes detection enabled by heterogeneous grain orientations in polycrystalline films.Nature communications · 2025Article
- Chiral phase-imaging meta-sensors.Nanophotonics (Berlin, Germany) · 2025Article
- Advances in Miniaturized Computational Spectrometers.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Review
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
Light fields carry a wealth of information, including intensity, spectrum, and polarization. However, standard cameras capture only the intensity, disregarding other valuable information. While hyperspectral and polarimetric imaging systems capture spectral and polarization information, respectively, in addition to intensity, they are often bulky, slow, and costly. Here, we have developed an encoding metasurface paired with a neural network enabling a normal camera to acquire hyperspectro-polarimetric images from a single snapshot. Our experimental results demonstrate that this metasurface-enhanced camera can accurately resolve full-Stokes polarization across a broad spectral range (700 to 1150 nanometer) from a single snapshot, achieving a spectral sensitivity as high as 0.23 nanometer. In addition, our system captures full-Stokes hyperspectro-polarimetric video in real time at a rate of 28 frames per second, primarily limited by the camera's readout rate. Our encoding metasurface offers a compact, fast, and cost-effective solution for multidimensional imaging that effectively uses information within light fields.
Identifiers
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Registered trials
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.