ReviewSensors (Basel, Switzerland)2019
Hyperspectral Imaging in Environmental Monitoring: A Review of Recent Developments and Technological Advances in Compact Field Deployable Systems.
Review in Sensors (Basel, Switzerland), 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 49 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
49 citing papers in PubMed.
- Beyond the Visual Spectrum: From RGB-Based Learning to Hyperspectral Intelligence for Plant Disease Detection-Challenges and Opportunities.Sensors (Basel, Switzerland) · 2026Review
- Comparative Evaluation of Spectroscopic Sensor Modalities (LIBS, MIRS, and VNIR-SWIR Hyperspectral Imaging) for the Quantification of Calcium Carbonate.Sensors (Basel, Switzerland) · 2026Article
- Hyperspectral reporters for long-distance and wide-area detection of gene expression in living bacteria.Nature biotechnology · 2026Article
- Multiscale RGB-Guided Fusion for Hyperspectral Image Super-Resolution.Journal of imaging · 2026Article
- Multispectral and Colorimetric Approaches for Non-Destructive Maturity Assessment of Specialty Arabica Coffee.Foods (Basel, Switzerland) · 2025Article
- A Context-Adaptive Hyperspectral Sensor and Perception Management Architecture for Airborne Anomaly Detection.Sensors (Basel, Switzerland) · 2025Article
- Dimensionality reduction in hyperspectral imaging using standard deviation-based band selection for efficient classification.Scientific reports · 2025Article
- Integrating Environmental Sensing into Cargo Bikes for Pollution-Aware Logistics in Last-Mile Deliveries.Sensors (Basel, Switzerland) · 2025Article
- Wavelet-based compression method for scale-preserving in VNIR and SWIR hyperspectral data.Journal of medical imaging (Bellingham, Wash.) · 2025Article
- A Comprehensive Framework for the Development of a Compact, Cost-Effective, and Robust Hyperspectral Camera Using COTS Components and a VPH Grism.Sensors (Basel, Switzerland) · 2025Article
- Remote Sensing and Landcover in Ring-Necked Pheasant Research: A Review of Data Sources and Scales.Ecology and evolution · 2025Review
- From ADAS to Material-Informed Inspection: Review of Hyperspectral Imaging Applications on Mobile Ground Robots.Sensors (Basel, Switzerland) · 2025Review
- Hyperspectral imaging suggests potential for rapid quantification of fission products in spent nuclear fuel.Scientific reports · 2025Article
- Trends in Snapshot Spectral Imaging: Systems, Processing, and Quality.Sensors (Basel, Switzerland) · 2025Article
- EchoMamba: A new Mamba model for fast and efficient hyperspectral image classification.PloS one · 2025Article
- Editorial: Recent trends and advancements in multispectral and hyperspectral imaging for cancer detection.Frontiers in immunology · 2025Article
- Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust.Frontiers in plant science · 2025Article
- UV Hyperspectral Imaging with Xenon and Deuterium Light Sources: Integrating PCA and Neural Networks for Analysis of Different Raw Cotton Types.Journal of imaging · 2024Article
- BSDR: A Data-Efficient Deep Learning-Based Hyperspectral Band Selection Algorithm Using Discrete Relaxation.Sensors (Basel, Switzerland) · 2024Article
- Research on Environmental Risk Monitoring and Advance Warning Technologies of Power Transmission and Distribution Projects Construction Phase.Sensors (Basel, Switzerland) · 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
3 authors.
Funding
Abstract
The development and uptake of field deployable hyperspectral imaging systems within environmental monitoring represents an exciting and innovative development that could revolutionize a number of sensing applications in the coming decades. In this article we focus on the successful miniaturization and improved portability of hyperspectral sensors, covering their application both from aerial and ground-based platforms in a number of environmental application areas, highlighting in particular the recent implementation of low-cost consumer technology in this context. At present, these devices largely complement existing monitoring approaches, however, as technology continues to improve, these units are moving towards reaching a standard suitable for stand-alone monitoring in the not too distant future. As these low-cost and light-weight devices are already producing scientific grade results, they now have the potential to significantly improve accessibility to hyperspectral monitoring technology, as well as vastly proliferating acquisition of such datasets.
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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.