ArticleSensors (Basel, Switzerland)2021
Recent Advances in Multi- and Hyperspectral Image Analysis.
Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed.
- Xeno-learning: knowledge transfer across species in deep learning-based spectral image analysis.Nature biomedical engineering · 2026Article
- VIS-NIR-SWIR Hyperspectral Imaging and Advanced Machine and Deep Learning Algorithms for a Controlled Benchmark of Bean Seed Identification and Classification.Plants (Basel, Switzerland) · 2026Article
- Differentiating cytology of pancreatic ductal adenocarcinoma and pancreatic neuroendocrine tumors by EUS-FNA through hyperspectral imaging technology combined with artificial intelligence.Therapeutic advances in gastroenterology · 2026Article
- A Preliminary Study of Hyperspectral Imaging Combined with Dual-Threshold Segmentation Technique for Peeling Rate Determination in Potatoes.Sensors (Basel, Switzerland) · 2025Article
- Wavelet-based compression method for scale-preserving in VNIR and SWIR hyperspectral data.Journal of medical imaging (Bellingham, Wash.) · 2025Article
- Autoencoder-Based Hyperspectral Unmixing with Simultaneous Number-of-Endmembers Estimation.Sensors (Basel, Switzerland) · 2025Article
- Deep Ensembling of Multiband Images for Earth Remote Sensing and Foramnifera Data.Sensors (Basel, Switzerland) · 2025Article
- HyperKAN: Kolmogorov-Arnold Networks Make Hyperspectral Image Classifiers Smarter.Sensors (Basel, Switzerland) · 2024Article
- Systematic Meta-Analysis of Computer-Aided Detection of Breast Cancer Using Hyperspectral Imaging.Bioengineering (Basel, Switzerland) · 2024Review
- A Study on Pigment Composition of Buddhist Cave Paintings Based on Hyperspectral Technology.Materials (Basel, Switzerland) · 2024Article
- Fluorescence and Hyperspectral Sensors for Nondestructive Analysis and Prediction of Biophysical Compounds in the Green and Purple Leaves ofSensors (Basel, Switzerland) · 2024Article
- Optimizing multi-spectral ore sorting incorporating wavelength selection utilizing neighborhood component analysis for effective arsenic mineral detection.Scientific reports · 2024Article
- The Identification ofFoods (Basel, Switzerland) · 2023Article
- Features extraction from multi-spectral remote sensing images based on multi-threshold binarization.Scientific reports · 2023Article
- Enteroscopy versus Video Capsule Endoscopy for Automatic Diagnosis of Small Bowel Disorders-A Comparative Analysis of Artificial Intelligence Applications.Biomedicines · 2023Review
- Chemometric Analysis for the Prediction of Biochemical Compounds in Leaves Using UV-VIS-NIR-SWIR Hyperspectroscopy.Plants (Basel, Switzerland) · 2023Article
- A Tiny Object Detection Approach for Maize Cleaning Operations.Foods (Basel, Switzerland) · 2023Article
- Non-Invasive Assessment, Classification, and Prediction of Biophysical Parameters Using Reflectance Hyperspectroscopy.Plants (Basel, Switzerland) · 2023Article
- A Novel Method for Estimating Chlorophyll and Carotenoid Concentrations in Leaves: A Two Hyperspectral Sensor Approach.Sensors (Basel, Switzerland) · 2023Article
- Intraoperative In Vivo Imaging Modalities in Head and Neck Cancer Surgical Margin Delineation: A Systematic Review.Cancers · 2022Review
Corrections and comments
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Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Current advancements in sensor technology bring new possibilities in multi- and hyperspectral imaging. Real-life use cases which can benefit from such imagery span across various domains, including precision agriculture, chemistry, biology, medicine, land cover applications, management of natural resources, detecting natural disasters, and more. To extract value from such highly dimensional data capturing up to hundreds of spectral bands in the electromagnetic spectrum, researchers have been developing a range of image processing and machine learning analysis pipelines to process these kind of data as efficiently as possible. To this end, multi- or hyperspectral analysis has bloomed and has become an exciting research area which can enable the faster adoption of this technology in practice, also when such algorithms are deployed in hardware-constrained and extreme execution environments; e.g., on-board imaging satellites.
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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.