ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2024
Advances in Miniaturized Computational Spectrometers.
Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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.
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.
Who cites it
18 citing papers in PubMed.
- A Vertically Bandgap-Cascaded Perovskite Single-Crystal Film Heterojunction for On-Chip Spectral Imaging.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Spectral Response Pixels in Lithium Niobate for Spectroscopic Applications.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- A Universal Approach to Enhancing Silicon Hot-Carrier Photodetectors for CMOS-Compatible SWIR Imaging.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Resonant microtaper leaky-mode computational spectropolarimetry with tens of femtometers spectral resolution and full Stokes measurement.Nature communications · 2026Article
- Inverse Design for Robust Inference in Integrated Computational Spectrometry.Nanophotonics (Berlin, Germany) · 2026Article
- Multifunctional integrated electrochromic device by p-n conductive polymers for self-powered smart windows and miniaturized spectrometers.Nature communications · 2025Article
- All-optical hybrid metasurfaces for ultrafast computational spectrometer and single-pixel imaging.Nature communications · 2025Article
- Broadband on-chip spectral sensing via directly integrated narrowband plasmonic filters for computational multispectral imaging.Nanophotonics (Berlin, Germany) · 2025Article
- High-Density Arrayed Spectrometer with Microlens Array Grating for Multi-Channel Parallel Spectral Analysis.Sensors (Basel, Switzerland) · 2025Article
- 2D computational photodetectors enabling multidimensional optical information perception.Nature communications · 2025Review
- Strain-Engineered Adaptive 2D Photodetectors: A New Approach to Miniaturized Reconstructive Spectrometry.Nano letters · 2025Article
- Deep learning-based single-shot computational spectrometer using multilayer thin films.Scientific reports · 2025Article
- Smart Dust for Chemical Mapping.Advanced materials (Deerfield Beach, Fla.) · 2025Review
- Scalable on-chip diffractive speckle spectrometer with high spectral channel density.Light, science & applications · 2025Article
- Article
- Functionalized Optical Microcavities for Sensing Applications.Nanomaterials (Basel, Switzerland) · 2025Review
- Hyperspectral Information Extraction With Full Resolution From Arbitrary Photographs.IEEE transactions on image processing : a publication of the IEEE Signal Processing Society · 2025Article
- Advances in Miniaturized Computational Spectrometers.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
Miniaturized computational spectrometers have emerged as a promising strategy for miniaturized spectrometers, which breaks the compromise between footprint and performance in traditional miniaturized spectrometers by introducing computational resources. They have attracted widespread attention and a variety of materials, optical structures, and photodetectors are adopted to fabricate computational spectrometers with the cooperation of reconstruction algorithms. Here, a comprehensive review of miniaturized computational spectrometers, focusing on two crucial components: spectral encoding and reconstruction algorithms are provided. Principles, features, and recent progress of spectral encoding strategies are summarized in detail, including space-modulated, time-modulated, and light-source spectral encoding. The reconstruction algorithms are classified into traditional and deep learning algorithms, and they are carefully analyzed based on the mathematical models required for spectral reconstruction. Drawing from the analysis of the two components, cooperations between them are considered, figures of merits for miniaturized computational spectrometers are highlighted, optimization strategies for improving their performance are outlined, and considerations in operating these systems are provided. The application of miniaturized computational spectrometers to achieve hyperspectral imaging is also discussed. Finally, the insights into the potential future applications and developments of computational spectrometers are provided.
Indexed as
Identifiers
What OpenQuestion holds
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.