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Machine Learning-Enabled NIR Hyperspectral Imaging System IDs Hidden Tumors

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TOKYO, Feb. 5, 2021 — Collaborating researchers from Tokyo University of Science, National Cancer Center Hospital East, and RIKEN Center for Advanced Photonics have developed a technology using near-infrared hyperspectral imaging (NIR-HIS) and machine learning that finds hidden tumors, such as those in deep tissue and/or covered by a mucosal layer. These tumors are difficult to find with standard methods such as endoscopy. Gastrointestinal stromal tumors (GISTs), often found in the stomach and small intestines, for example, can require time-consuming and difficult techniques that can prolong diagnosis. ...Read full article

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    Published: February 2021
    Glossary
    near-infrared
    The shortest wavelengths of the infrared region, nominally 0.75 to 3 µm.
    hyperspectral imaging
    Hyperspectral imaging is an advanced imaging technique that captures and processes information from across the electromagnetic spectrum. Unlike traditional imaging systems that record only a few spectral bands (such as red, green, and blue in visible light), hyperspectral imaging collects data in numerous contiguous bands, covering a wide range of wavelengths. This extended spectral coverage enables detailed analysis and characterization of materials based on their spectral signatures. Key...
    machine learning
    Machine learning (ML) is a subset of artificial intelligence (AI) that focuses on the development of algorithms and statistical models that enable computers to improve their performance on a specific task through experience or training. Instead of being explicitly programmed to perform a task, a machine learning system learns from data and examples. The primary goal of machine learning is to develop models that can generalize patterns from data and make predictions or decisions without being...
    Research & TechnologyBiophotonicsImagingnear-infrarednear infraredNIRhyperspectral imaginghyperspectralNIR-HSITokyo University of SciencetumortumorsGISTcanceroncologyDiagnosisdiagnosticmachine learning

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