ReviewHeliyon2024
Hyperspectral imaging and its applications: A review.
Review in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 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
34 citing papers in PubMed.
- Demonstration of a 2-18 GHz Multispectral SAR.Sensors (Basel, Switzerland) · 2026Article
- Emerging non-invasive tools for hair follicle assessment: a narrative review on hyperspectral and terahertz imaging.Lasers in medical science · 2026Review
- Compact Snapshot Hyperspectral Imaging With Neural Dispersion-Engineered Metalens.Nanophotonics (Berlin, Germany) · 2026Article
- Beyond the Visual Spectrum: From RGB-Based Learning to Hyperspectral Intelligence for Plant Disease Detection-Challenges and Opportunities.Sensors (Basel, Switzerland) · 2026Review
- Hyperspectral Fingerprints of Abdominal and Pelvic Organs.Journal of imaging · 2026Article
- Integrating hyperspectral reflectance and machine learning for rapid diagnosis of nutrient deficiencies in greenhouse chrysanthemum leaves.BMC plant biology · 2026Article
- Validation of Paw Skin Hyperspectral Imaging for Assessing Neuropathic Pain Severity in a Chronic Constriction Injury Model.International journal of molecular sciences · 2026Article
- Close-Range 3D Hyperspectral Measurement System with a Physics-Guided Spectral Correction Model.Sensors (Basel, Switzerland) · 2026Article
- Comparative Evaluation of Spectroscopic Sensor Modalities (LIBS, MIRS, and VNIR-SWIR Hyperspectral Imaging) for the Quantification of Calcium Carbonate.Sensors (Basel, Switzerland) · 2026Article
- AI-based autism identification from hyperspectral imaging detection of oxidative stress in pediatric red blood cells.Communications medicine · 2026Article
- Comparative Assessment of Hyperspectral Image Segmentation Algorithms for Fruit Defect Detection Under Different Illumination Conditions.Journal of imaging · 2026Article
- Skin Tone in Hyperspectral Imaging and Its Implications for Fairness in AI.Journal of biophotonics · 2026Article
- Quantitative analysis and visualization of live spotted seabass (Food chemistry: X · 2026Article
- VNIR/SWIR Multispectral Polarimetric Imager for Polymer Discrimination and Identification.Sensors (Basel, Switzerland) · 2026Article
- Real-Time Perfusion Assessment with Hyperspectral Imaging After Revascularization in Peripheral Artery Disease.Journal of clinical medicine · 2026Article
- Precision Farming with Smart Sensors: Current State, Challenges and Future Outlook.Sensors (Basel, Switzerland) · 2026Review
- Characterization of a LED-Based Non-Mydriatic Hyperspectral Retinal Camera.Translational vision science & technology · 2026Article
- Dual-band spectral filter array integrated with a telecentric lens for real-time surface plasmon resonance sensing and imaging.Nanophotonics (Berlin, Germany) · 2025Article
- A Comprehensive Review of Optical Metrology and Perception Technologies.Sensors (Basel, Switzerland) · 2025Review
- Transforming Endoscopic Image Classification with Spectrum-Aided Vision for Early and Accurate Cancer Identification.Diagnostics (Basel, Switzerland) · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Hyperspectral imaging has emerged as an effective powerful tool in plentiful military, environmental, and civil applications over the last three decades. The modern remote sensing approaches are adequate for covering huge earth surfaces with phenomenal temporal, spectral, and spatial resolutions. These features make HSI more effective in various applications of remote sensing depending upon the physical estimation of identical material identification and manifold composite surfaces having accomplished spectral resolutions. Recently, HSI has attained immense significance in the research on safety and quality assessment of food, medical analysis, and agriculture applications. This review focuses on HSI fundamentals and its applications like safety and quality assessment of food, medical analysis, agriculture, water resources, plant stress identification, weed & crop discrimination, and flood management. Various investigators have promising solutions for automatic systems depending upon HSI. Future research may use this review as a baseline and future advancement analysis.
Indexed as
Identifiers
What Socratic 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 Socratic graph.