. 2014 Jan; 19(1):10901.
doi: 10.1117/1.JBO.19.1.010901.

Medical hyperspectral imaging: a review

Guolan Lu 1 Baowei Fei 2 
  • PMID: 24441941
  •     108 References
  •     229 citations


Hyperspectral imaging (HSI) is an emerging imaging modality for medical applications, especially in disease diagnosis and image-guided surgery. HSI acquires a three-dimensional dataset called hypercube, with two spatial dimensions and one spectral dimension. Spatially resolved spectral imaging obtained by HSI provides diagnostic information about the tissue physiology, morphology, and composition. This review paper presents an overview of the literature on medical hyperspectral imaging technology and its applications. The aim of the survey is threefold: an introduction for those new to the field, an overview for those working in the field, and a reference for those searching for literature on a specific application.

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Estimation of Tissue Optical Parameters with Hyperspectral Imaging and Spectral Unmixing.
Guolan Lu, Xulei Qin, +2 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2016 Feb 09; 9417. PMID: 26855467    Free PMC article.
Inverse-power-law behavior of cellular motility reveals stromal-epithelial cell interactions in 3D co-culture by OCT fluctuation spectroscopy.
Amy L Oldenburg, Xiao Yu, +3 authors, Melissa A Troester.
Optica, 2016 Mar 15; 2(10). PMID: 26973862    Free PMC article.
A four-dimensional snapshot hyperspectral video-endoscope for bio-imaging applications.
Hoong-Ta Lim, Vadakke Matham Murukeshan.
Sci Rep, 2016 Apr 06; 6. PMID: 27044607    Free PMC article.
A review of snapshot multidimensional optical imaging: measuring photon tags in parallel.
Liang Gao, Lihong V Wang.
Phys Rep, 2016 May 03; 616. PMID: 27134340    Free PMC article.
Spatial and Spectral Characterization of Human Retinal Pigment Epithelium Fluorophore Families by Ex Vivo Hyperspectral Autofluorescence Imaging.
Tal Ben Ami, Yuehong Tong, +5 authors, R Theodore Smith.
Transl Vis Sci Technol, 2016 May 27; 5(3). PMID: 27226929    Free PMC article.
Hyperspectral interventional imaging for enhanced tissue visualization and discrimination combining band selection methods.
Dorra Nouri, Yves Lucas, Sylvie Treuillet.
Int J Comput Assist Radiol Surg, 2016 Jul 06; 11(12). PMID: 27378443
Snapshot hyperspectral retinal imaging using compact spectral resolving detector array.
Hao Li, Wenzhong Liu, +3 authors, Hao F Zhang.
J Biophotonics, 2016 Jul 20; 10(6-7). PMID: 27434875    Free PMC article.
Hyperspectral Imaging Using Flexible Endoscopy for Laryngeal Cancer Detection.
Bianca Regeling, Boris Thies, +4 authors, Wiebke Laffers.
Sensors (Basel), 2016 Aug 17; 16(8). PMID: 27529255    Free PMC article.
Cutaneous Imaging Technologies in Acute Burn and Chronic Wound Care.
Chandan K Sen, Subhadip Ghatak, +2 authors, Gayle M Gordillo.
Plast Reconstr Surg, 2016 Aug 25; 138(3 Suppl). PMID: 27556752    Free PMC article.
A fast multispectral light synthesiser based on LEDs and a diffraction grating.
Gregor Belušič, Marko Ilić, Andrej Meglič, Primož Pirih.
Sci Rep, 2016 Aug 26; 6. PMID: 27558155    Free PMC article.
A graphene-based Fabry-Pérot spectrometer in mid-infrared region.
Xiaosai Wang, Chen Chen, Liang Pan, Jicheng Wang.
Sci Rep, 2016 Aug 31; 6. PMID: 27573080    Free PMC article.
Imaging Techniques for Clinical Burn Assessment with a Focus on Multispectral Imaging.
Jeffrey E Thatcher, John J Squiers, +6 authors, J Michael DiMaio.
Adv Wound Care (New Rochelle), 2016 Sep 08; 5(8). PMID: 27602255    Free PMC article.
Hyperspectral Imaging of Neoplastic Progression in a Mouse Model of Oral Carcinogenesis.
Guolan Lu, Xulei Qin, +5 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2016 Sep 23; 9788. PMID: 27656034    Free PMC article.
Hyperspectral Imaging Using Intracellular Spies: Quantitative Real-Time Measurement of Intracellular Parameters In Vivo during Interaction of the Pathogenic Fungus Aspergillus fumigatus with Human Monocytes.
Sara Mohebbi, Florian Erfurth, +2 authors, Hans Peter Saluz.
PLoS One, 2016 Oct 12; 11(10). PMID: 27727286    Free PMC article.
Hierarchical Sparse Learning with Spectral-Spatial Information for Hyperspectral Imagery Denoising.
Shuai Liu, Licheng Jiao, Shuyuan Yang.
Sensors (Basel), 2016 Oct 21; 16(10). PMID: 27763511    Free PMC article.
Bayer Filter Snapshot Hyperspectral Fundus Camera for Human Retinal Imaging.
Joel Kaluzny, Hao Li, +4 authors, Amani A Fawzi.
Curr Eye Res, 2016 Oct 22; 42(4). PMID: 27767345    Free PMC article.
Experimental results of full scattering profile from finger tissue-like phantom.
Idit Feder, Maciej Wróbel, +2 authors, Dror Fixler.
Biomed Opt Express, 2016 Nov 30; 7(11). PMID: 27896008    Free PMC article.
Seeing the Invisible: Revealing Atrial Ablation Lesions Using Hyperspectral Imaging Approach.
Narine Muselimyan, Luther M Swift, +4 authors, Narine A Sarvazyan.
PLoS One, 2016 Dec 09; 11(12). PMID: 27930718    Free PMC article.
High Resolution Temperature Measurement of Liquid Stainless Steel Using Hyperspectral Imaging.
Wim Devesse, Dieter De Baere, Patrick Guillaume.
Sensors (Basel), 2017 Jan 10; 17(1). PMID: 28067764    Free PMC article.
Tissue classification for laparoscopic image understanding based on multispectral texture analysis.
Yan Zhang, Sebastian J Wirkert, +7 authors, Lena Maier-Hein.
J Med Imaging (Bellingham), 2017 Feb 06; 4(1). PMID: 28149926    Free PMC article.
Detection of Head and Neck Cancer in Surgical Specimens Using Quantitative Hyperspectral Imaging.
Guolan Lu, James V Little, +6 authors, Baowei Fei.
Clin Cancer Res, 2017 Jun 15; 23(18). PMID: 28611203    Free PMC article.
Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging.
Martin Halicek, Guolan Lu, +6 authors, Baowei Fei.
J Biomed Opt, 2017 Jun 28; 22(6). PMID: 28655055    Free PMC article.
Line-scanning hyperspectral imaging based on structured illumination optical sectioning.
Yu John Hsu, Chih-Chiang Chen, +3 authors, Szu-Yu Chen.
Biomed Opt Express, 2017 Jul 01; 8(6). PMID: 28663922    Free PMC article.
Structural and Functional Characterization of Human Stem-Cell-Derived Retinal Organoids by Live Imaging.
Andrew W Browne, Cosimo Arnesano, +9 authors, David Cobrinik.
Invest Ophthalmol Vis Sci, 2017 Jul 04; 58(9). PMID: 28672397    Free PMC article.
Classification of M1/M2-polarized human macrophages by label-free hyperspectral reflectance confocal microscopy and multivariate analysis.
Francesca R Bertani, Pamela Mozetic, +9 authors, Alberto Rainer.
Sci Rep, 2017 Aug 23; 7(1). PMID: 28827726    Free PMC article.
Label-free reflectance hyperspectral imaging for tumor margin assessment: a pilot study on surgical specimens of cancer patients.
Baowei Fei, Guolan Lu, +6 authors, Amy Y Chen.
J Biomed Opt, 2017 Aug 30; 22(8). PMID: 28849631    Free PMC article.
High predictive values of RBC membrane-based diagnostics by biophotonics in an integrated approach for Autism Spectrum Disorders.
Giorgia Giacometti, Carla Ferreri, +11 authors, Paola Visconti.
Sci Rep, 2017 Aug 31; 7(1). PMID: 28852136    Free PMC article.
Detection and delineation of squamous neoplasia with hyperspectral imaging in a mouse model of tongue carcinogenesis.
Guolan Lu, Dongsheng Wang, +5 authors, Baowei Fei.
J Biophotonics, 2017 Sep 19; 11(3). PMID: 28921845    Free PMC article.
Label-free hyperspectral imaging and quantification methods for surgical margin assessment of tissue specimens of cancer patients.
Baowei Fei, Guolan Lu, +8 authors, Amy Y Chen.
Annu Int Conf IEEE Eng Med Biol Soc, 2017 Oct 25; 2017. PMID: 29060784    Free PMC article.
Multiplexed Optical Imaging of Tumor-Directed Nanoparticles: A Review of Imaging Systems and Approaches.
Yu Winston Wang, Nicholas P Reder, +2 authors, Jonathan T C Liu.
Nanotheranostics, 2017 Oct 27; 1(4). PMID: 29071200    Free PMC article.
Hyperspectral Image Enhancement and Mixture Deep-Learning Classification of Corneal Epithelium Injuries.
Siti Salwa Md Noor, Kaleena Michael, Stephen Marshall, Jinchang Ren.
Sensors (Basel), 2017 Nov 17; 17(11). PMID: 29144388    Free PMC article.
Single-Cell Analysis Using Hyperspectral Imaging Modalities.
Nishir Mehta, Shahensha Shaik, Ram Devireddy, Manas Ranjan Gartia.
J Biomech Eng, 2017 Dec 07; 140(2). PMID: 29211294    Free PMC article.
High spatial sampling light-guide snapshot spectrometer.
Ye Wang, Michal E Pawlowski, Tomasz S Tkaczyk.
Opt Eng, 2017 Dec 15; 56(8). PMID: 29238115    Free PMC article.
Compressive hyperspectral time-resolved wide-field fluorescence lifetime imaging.
Qi Pian, Ruoyang Yao, Nattawut Sinsuebphon, Xavier Intes.
Nat Photonics, 2017 Dec 16; 11. PMID: 29242714    Free PMC article.
Lasing in blood.
Yu-Cheng Chen, Qiushu Chen, Xudong Fan.
Optica, 2016 Aug 20; 3(8). PMID: 29308428    Free PMC article.
An Intraoperative Visualization System Using Hyperspectral Imaging to Aid in Brain Tumor Delineation.
Himar Fabelo, Samuel Ortega, +20 authors, Roberto Sarmiento.
Sensors (Basel), 2018 Feb 02; 18(2). PMID: 29389893    Free PMC article.
Hyperspectral Imaging and K-Means Classification for Histologic Evaluation of Ductal Carcinoma In Situ.
Yasser Khouj, Jeremy Dawson, James Coad, Linda Vona-Davis.
Front Oncol, 2018 Feb 23; 8. PMID: 29468139    Free PMC article.
Real-time, label-free, intraoperative visualization of peripheral nerves and micro-vasculatures using multimodal optical imaging techniques.
Jaepyeong Cha, Aline Broch, +4 authors, Peter Kim.
Biomed Opt Express, 2018 Mar 16; 9(3). PMID: 29541506    Free PMC article.
Detecting brain tumor in pathological slides using hyperspectral imaging.
Samuel Ortega, Himar Fabelo, +3 authors, Roberto Sarmiento.
Biomed Opt Express, 2018 Mar 20; 9(2). PMID: 29552415    Free PMC article.
Spatio-spectral classification of hyperspectral images for brain cancer detection during surgical operations.
Himar Fabelo, Samuel Ortega, +19 authors, Roberto Sarmiento.
PLoS One, 2018 Mar 20; 13(3). PMID: 29554126    Free PMC article.
[Hyperspectral imaging of gastrointestinal anastomoses].
B Jansen-Winkeln, M Maktabi, +7 authors, I Gockel.
Chirurg, 2018 Apr 11; 89(9). PMID: 29637244
Optimization of wavelength selection for multispectral image acquisition: a case study of atrial ablation lesions.
Huda Asfour, Shuyue Guan, +3 authors, Narine Sarvazyan.
Biomed Opt Express, 2018 May 16; 9(5). PMID: 29760980    Free PMC article.
Hyperspectral imaging solutions for brain tissue metabolic and hemodynamic monitoring: past, current and future developments.
Luca Giannoni, Frédéric Lange, Ilias Tachtsidis.
J Opt, 2018 Jun 02; 20(4). PMID: 29854375    Free PMC article.
HyTexiLa: High Resolution Visible and Near Infrared Hyperspectral Texture Images.
Haris Ahmad Khan, Sofiane Mihoubi, +2 authors, Jon Yngve.
Sensors (Basel), 2018 Jun 29; 18(7). PMID: 29949948    Free PMC article.
Accelerating the K-Nearest Neighbors Filtering Algorithm to Optimize the Real-Time Classification of Human Brain Tumor in Hyperspectral Images.
Giordana Florimbi, Himar Fabelo, +11 authors, Roberto Sarmiento.
Sensors (Basel), 2018 Jul 19; 18(7). PMID: 30018216    Free PMC article.
Variable optofluidic slit aperture.
Stefan Schuhladen, Kaustubh Banerjee, +3 authors, Hans Zappe.
Light Sci Appl, 2016 Jan 01; 5(1). PMID: 30167111    Free PMC article.
Hyperspectral Imaging of the Hemodynamic and Metabolic States of the Exposed Cortex: Investigating a Commercial Snapshot Solution.
Luca Giannoni, Frédéric Lange, +4 authors, Ilias Tachtsidis.
Adv Exp Med Biol, 2018 Sep 05; 1072. PMID: 30178317    Free PMC article.
Tumor margin assessment of surgical tissue specimen of cancer patients using label-free hyperspectral imaging.
Baowei Fei, Guolan Lu, +4 authors, Amy Y Chen.
Proc SPIE Int Soc Opt Eng, 2017 Jan 01; 10054. PMID: 30294063    Free PMC article.
Chemical fingerprinting of single glandular trichomes of Cannabis sativa by Coherent anti-Stokes Raman scattering (CARS) microscopy.
Paul Ebersbach, Felix Stehle, Oliver Kayser, Erik Freier.
BMC Plant Biol, 2018 Nov 14; 18(1). PMID: 30419820    Free PMC article.
Injection Compression Molded Microlens Arrays for Hyperspectral Imaging.
Marcel Roeder, Marc Drexler, +3 authors, André Zimmermann.
Micromachines (Basel), 2018 Nov 15; 9(7). PMID: 30424288    Free PMC article.
Pseudo-Continuous Flow FTIR System for Glucose, Fructose and Sucrose Identification in Mid-IR Range.
Hamza Landari, Mourad Roudjane, Younès Messaddeq, Amine Miled.
Micromachines (Basel), 2018 Nov 15; 9(10). PMID: 30424450    Free PMC article.
Multimodal Device for Real-Time Monitoring of Skin Oxygen Saturation and Microcirculation Function.
Uldis Rubins, Zbignevs Marcinkevics, +3 authors, Andris Grabovskis.
Biosensors (Basel), 2019 Aug 07; 9(3). PMID: 31382463    Free PMC article.
Excitation-Scanning Hyperspectral Imaging Microscopy to Efficiently Discriminate Fluorescence Signals.
Joshua Deal, Andrea Britain, Thomas Rich, Silas Leavesley.
J Vis Exp, 2019 Sep 10; (150). PMID: 31498305    Free PMC article.
[The development of real-time multispectral imaging for the diagnostics of bladder cancer].
C Bolenz, J Rother, +8 authors, M C Kriegmair.
Urologe A, 2019 Sep 19; 58(12). PMID: 31531693
Hyperspectral Imaging of Head and Neck Squamous Cell Carcinoma for Cancer Margin Detection in Surgical Specimens from 102 Patients Using Deep Learning.
Martin Halicek, James D Dormer, +4 authors, Baowei Fei.
Cancers (Basel), 2019 Sep 22; 11(9). PMID: 31540063    Free PMC article.
Broadband hyperspectral imaging for breast tumor detection using spectral and spatial information.
Esther Kho, Behdad Dashtbozorg, +3 authors, Theo J M Ruers.
Biomed Opt Express, 2019 Oct 01; 10(9). PMID: 31565506    Free PMC article.
Detection of pancreatic tumor cell nuclei via a hyperspectral analysis of pathological slides based on stain spectra.
Masahiro Ishikawa, Chisato Okamoto, +6 authors, Naoki Kobayashi.
Biomed Opt Express, 2019 Oct 01; 10(9). PMID: 31565510    Free PMC article.
Ultrahigh resolution and color gamut with scattering-reducing transmissive pixels.
June Sang Lee, Ji Yeon Park, +5 authors, Jerome K Hyun.
Nat Commun, 2019 Oct 23; 10(1). PMID: 31636260    Free PMC article.
Early diagnosis of gastric cancer based on deep learning combined with the spectral-spatial classification method.
Yuanpeng Li, Liangyu Deng, +7 authors, Weimin Zhang.
Biomed Opt Express, 2019 Oct 28; 10(10). PMID: 31646025    Free PMC article.
Extended Perfusion Parameter Estimation from Hyperspectral Imaging Data for Bedside Diagnostic in Medicine.
Jörg Marotz, Axel Kulcke, +5 authors, Thomas Wild.
Molecules, 2019 Nov 21; 24(22). PMID: 31744187    Free PMC article.
Recent advances in tissue imaging for cancer research.
Oscar Maiques, Mirella Georgouli, Victoria Sanz-Moreno.
F1000Res, 2019 Dec 12; 8. PMID: 31824652    Free PMC article.
Multichannel correlation improves the noise tolerance of real-time hyperspectral microimage mosaicking.
Ryan T Lang, Julia Tatz, +3 authors, Bryan Q Spring.
J Biomed Opt, 2019 Dec 13; 24(12). PMID: 31828983    Free PMC article.
Optimizing algorithm development for tissue classification in colorectal cancer based on diffuse reflectance spectra.
Elisabeth J M Baltussen, Henricus J C M Sterenborg, Theo J M Ruers, Behdad Dashtbozorg.
Biomed Opt Express, 2019 Dec 20; 10(12). PMID: 31853388    Free PMC article.
Learned sensing: jointly optimized microscope hardware for accurate image classification.
Alex Muthumbi, Amey Chaware, +7 authors, Roarke Horstmeyer.
Biomed Opt Express, 2019 Dec 20; 10(12). PMID: 31853404    Free PMC article.
Assessing spectral imaging of the human finger for detection of arthritis.
Rok Dolenec, Elmar Laistler, Matija Milanic.
Biomed Opt Express, 2019 Dec 20; 10(12). PMID: 31853416    Free PMC article.
Estimation of Biological Parameters of Cutaneous Ulcers Caused by Leishmaniasis in an Animal Model Using Diffuse Reflectance Spectroscopy.
Deivid Botina, Ricardo Franco, +8 authors, Sara M Robledo.
Sensors (Basel), 2019 Oct 31; 19(21). PMID: 31661834    Free PMC article.
Spectral Object Recognition in Hyperspectral Holography with Complex-Domain Denoising.
Igor Shevkunov, Vladimir Katkovnik, +3 authors, Karen Egiazarian.
Sensors (Basel), 2019 Nov 30; 19(23). PMID: 31779277    Free PMC article.
Grayscale-to-Color: Scalable Fabrication of Custom Multispectral Filter Arrays.
Calum Williams, George S D Gordon, Timothy D Wilkinson, Sarah E Bohndiek.
ACS Photonics, 2020 Jan 11; 6(12). PMID: 31921939    Free PMC article.
Most Relevant Spectral Bands Identification for Brain Cancer Detection Using Hyperspectral Imaging.
Beatriz Martinez, Raquel Leon, +14 authors, Gustavo M Callico.
Sensors (Basel), 2019 Dec 18; 19(24). PMID: 31842410    Free PMC article.
Visualization of skin microvascular dysfunction of type 1 diabetic mice using in vivo skin optical clearing method.
Wei Feng, Rui Shi, +3 authors, Dan Zhu.
J Biomed Opt, 2018 Aug 19; 24(3). PMID: 30120827    Free PMC article.
Bimodal reflectance and fluorescence multispectral endoscopy based on spectrally resolving detector arrays.
A Siri Luthman, Dale J Waterhouse, +6 authors, Sarah E Bohndiek.
J Biomed Opt, 2018 Oct 26; 24(3). PMID: 30358334    Free PMC article.
Hyperspectral imaging for tissue classification, a way toward smart laparoscopic colorectal surgery.
Elisabeth J M Baltussen, Esther N D Kok, +9 authors, Theo J M Ruers.
J Biomed Opt, 2019 Feb 01; 24(1). PMID: 30701726    Free PMC article.
Optical biopsy of head and neck cancer using hyperspectral imaging and convolutional neural networks.
Martin Halicek, James V Little, +2 authors, Baowei Fei.
J Biomed Opt, 2019 Mar 21; 24(3). PMID: 30891966    Free PMC article.
Three-dimensional maps of human skin properties on full face with shadows using 3-D hyperspectral imaging.
Lou Gevaux, Cyprien Adnet, +4 authors, Mathieu Hébert.
J Biomed Opt, 2019 Jun 10; 24(6). PMID: 31177645    Free PMC article.
[Possibilities and perspectives of hyperspectral imaging in visceral surgery].
I Gockel, B Jansen-Winkeln, +19 authors, H Köhler.
Chirurg, 2019 Aug 23; 91(2). PMID: 31435721
Photoacoustic imaging in the second near-infrared window: a review.
Paul Kumar Upputuri, Manojit Pramanik.
J Biomed Opt, 2019 Apr 11; 24(4). PMID: 30968648    Free PMC article.
Fast visible and extended near-infrared multispectral fundus camera.
Tommaso Alterini, Fernando Díaz-Doutón, +3 authors, Meritxell Vilaseca.
J Biomed Opt, 2019 Sep 21; 24(9). PMID: 31538437    Free PMC article.
Coregistered optical coherence tomography and frequency-encoded multispectral imaging for spectrally sparse color imaging.
Xavier Attendu, Marie-Hélène Bourget, Martin Poinsinet de Sivry-Houle, Caroline Boudoux.
J Biomed Opt, 2019 Nov 23; 25(3). PMID: 31755250    Free PMC article.
Visible near infrared reflectance molecular chemical imaging of human ex vivo carcinomas and murine in vivo carcinomas.
Shona Stewart, Marlena Darr, +7 authors, Patrick J Treado.
J Biomed Opt, 2020 Feb 26; 25(2). PMID: 32096369    Free PMC article.
Quantitative evaluation of comb-structure correction methods for multispectral fibrescopic imaging.
Dale J Waterhouse, A Siri Luthman, +2 authors, Sarah E Bohndiek.
Sci Rep, 2018 Dec 14; 8(1). PMID: 30542081    Free PMC article.
Deep-tissue optical imaging of near cellular-sized features.
Xiangnan Dang, Neelkanth M Bardhan, +6 authors, Angela M Belcher.
Sci Rep, 2019 Mar 09; 9(1). PMID: 30846704    Free PMC article.
A clinically translatable hyperspectral endoscopy (HySE) system for imaging the gastrointestinal tract.
Jonghee Yoon, James Joseph, +6 authors, Sarah E Bohndiek.
Nat Commun, 2019 Apr 25; 10(1). PMID: 31015458    Free PMC article.
Hyperspectral Imaging (HSI) in anatomic left liver resection.
Robert Sucher, Alvanos Athanasios, +5 authors, Daniel Seehofer.
Int J Surg Case Rep, 2019 Sep 08; 62. PMID: 31493663    Free PMC article.
Deep learning applied to hyperspectral endoscopy for online spectral classification.
Alexandru Grigoroiu, Jonghee Yoon, Sarah E Bohndiek.
Sci Rep, 2020 Mar 05; 10(1). PMID: 32127600    Free PMC article.
Adaptive deep learning for head and neck cancer detection using hyperspectral imaging.
Ling Ma, Guolan Lu, +3 authors, Baowei Fei.
Vis Comput Ind Biomed Art, 2019 Jan 01; 2(1). PMID: 32190408    Free PMC article.
HYPerspectral Enhanced Reality (HYPER): a physiology-based surgical guidance tool.
Manuel Barberio, Fabio Longo, +11 authors, Michele Diana.
Surg Endosc, 2019 Jul 17; 34(4). PMID: 31309313
Tumor detection of the thyroid and salivary glands using hyperspectral imaging and deep learning.
Martin Halicek, James D Dormer, +2 authors, Baowei Fei.
Biomed Opt Express, 2020 Mar 25; 11(3). PMID: 32206417    Free PMC article.
Investigation of the quantification of hemoglobin and cytochrome-c-oxidase in the exposed cortex with near-infrared hyperspectral imaging: a simulation study.
Luca Giannoni, Frédéric Lange, Ilias Tachtsidis.
J Biomed Opt, 2020 Apr 03; 25(4). PMID: 32239847    Free PMC article.
PGRMC1 effects on metabolism, genomic mutation and CpG methylation imply crucial roles in animal biology and disease.
Bashar M Thejer, Partho P Adhikary, +20 authors, Michael A Cahill.
BMC Mol Cell Biol, 2020 Apr 16; 21(1). PMID: 32293262    Free PMC article.
Biomedical optics applications of advanced lasers and nonlinear optics.
Christopher B Marble, Vladislav V Yakovlev.
J Biomed Opt, 2020 Apr 25; 25(4). PMID: 32329266    Free PMC article.
Hyperspectral evaluation of peritoneal fibrosis in mouse models.
Jošt Stergar, Rok Dolenec, +4 authors, Matija Milanic.
Biomed Opt Express, 2020 Apr 29; 11(4). PMID: 32341862    Free PMC article.
The Status of Advanced Imaging Techniques for Optical Biopsy of Colonic Polyps.
Ben Glover, Julian Teare, Nisha Patel.
Clin Transl Gastroenterol, 2020 May 01; 11(3). PMID: 32352708    Free PMC article.
Monitoring calcium-induced epidermal differentiation in vitro using multiphoton microscopy.
Monika Malak, Julie Grantham, Marica B Ericson.
J Biomed Opt, 2020 May 11; 25(7). PMID: 32388932    Free PMC article.
Programmable hyperspectral microscopy for high-contrast biomedical imaging in a snapshot.
Jiao Lu, Yuetian Ren, +4 authors, Yudong Yao.
J Biomed Opt, 2020 May 30; 25(5). PMID: 32468779    Free PMC article.
Characterization of early-stage cutaneous radiation injury by using optical coherence tomography angiography.
Jungbin Lee, Won Hyuk Jang, +5 authors, Ki Hean Kim.
Biomed Opt Express, 2020 Jun 06; 11(5). PMID: 32499950    Free PMC article.
Hyperspectral imaging and deep learning for the detection of breast cancer cells in digitized histological images.
Samuel Ortega, Martin Halicek, +6 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2020 Jun 13; 11320. PMID: 32528219    Free PMC article.
Determination of the transection margin during colorectal resection with hyperspectral imaging (HSI).
Boris Jansen-Winkeln, N Holfert, +8 authors, I Gockel.
Int J Colorectal Dis, 2019 Feb 04; 34(4). PMID: 30712079
Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring.
Ross Uthoff, Bofan Song, +2 authors, Rongguang Liang.
J Biomed Opt, 2020 Jun 25; 25(6). PMID: 32578406    Free PMC article.
Gastric cancer diagnosis using hyperspectral imaging with principal component analysis and spectral angle mapper.
Ningliang Liu, Yaxiong Guo, Houmin Jiang, Weisong Yi.
J Biomed Opt, 2020 Jul 01; 25(6). PMID: 32594664    Free PMC article.
Discovery and validation of biomarkers to aid the development of safe and effective pain therapeutics: challenges and opportunities.
Karen D Davis, Nima Aghaeepour, +23 authors, Mary Ann Pelleymounter.
Nat Rev Neurol, 2020 Jun 17; 16(7). PMID: 32541893    Free PMC article.
Hyperspectral and multispectral imaging in digital and computational pathology: a systematic review [Invited].
Samuel Ortega, Martin Halicek, +2 authors, Baowei Fei.
Biomed Opt Express, 2020 Jul 09; 11(6). PMID: 32637250    Free PMC article.
Hyperspectral imaging for dynamic thin film interferometry.
V Chandran Suja, J Sentmanat, +2 authors, G G Fuller.
Sci Rep, 2020 Jul 11; 10(1). PMID: 32647349    Free PMC article.
An opponent dual-detector spectral drive model of emmetropization.
Timothy J Gawne, Thomas T Norton.
Vision Res, 2020 May 24; 173. PMID: 32445984    Free PMC article.
Mueller Matrix Analysis of Collagen and Gelatin Containing Samples Towards More Objective Skin Tissue Diagnostics.
Dierk Fricke, Alexander Becker, +6 authors, Birgit Glasmacher.
Polymers (Basel), 2020 Jun 26; 12(6). PMID: 32580462    Free PMC article.
Non-Invasive Skin Cancer Diagnosis Using Hyperspectral Imaging for In-Situ Clinical Support.
Raquel Leon, Beatriz Martinez-Vega, +10 authors, Gustavo M Callico.
J Clin Med, 2020 Jun 05; 9(6). PMID: 32492848    Free PMC article.
Evaluation of the Data Quality from a Round-Robin Test of Hyperspectral Imaging Systems.
Ruven Pillay, Marcello Picollo, Jon Yngve Hardeberg, Sony George.
Sensors (Basel), 2020 Jul 12; 20(14). PMID: 32650457    Free PMC article.
Repurposing Molecular Imaging and Sensing for Cancer Image-Guided Surgery.
Suman B Mondal, Christine M O'Brien, +3 authors, Samuel Achilefu.
J Nucl Med, 2020 Apr 19; 61(8). PMID: 32303598    Free PMC article.
In vivo detection of tumor boundary using ultrahigh-resolution optical coherence angiography and fluorescence imaging.
Jiang You, Chelsea Pan, +2 authors, Congwu Du.
J Biophotonics, 2019 Nov 30; 13(3). PMID: 31778294    Free PMC article.
Principles and Applications of Vibrational Spectroscopic Imaging in Plant Science: A Review.
Krzysztof B Beć, Justyna Grabska, +2 authors, Christian W Huck.
Front Plant Sci, 2020 Aug 28; 11. PMID: 32849759    Free PMC article.
Hyperspectral Imaging and the Retina: Worth the Wave?
Sophie Lemmens, Jan Van Eijgen, +6 authors, Ingeborg Stalmans.
Transl Vis Sci Technol, 2020 Sep 04; 9(9). PMID: 32879765    Free PMC article.
Systematic Review.
Polarizer-Free AOTF-Based SWIR Hyperspectral Imaging for Biomedical Applications.
Vladislav Batshev, Alexander Machikhin, +5 authors, Alexander Vinogradov.
Sensors (Basel), 2020 Aug 14; 20(16). PMID: 32784512    Free PMC article.
Hyperspectral imaging for head and neck cancer detection: specular glare and variance of the tumor margin in surgical specimens.
Martin Halicek, Himar Fabelo, +7 authors, Baowei Fei.
J Med Imaging (Bellingham), 2019 Sep 19; 6(3). PMID: 31528662    Free PMC article.
Spatial-Spectral Evidence of Glare Influence on Hyperspectral Acquisitions.
Alberto Signoroni, Mauro Conte, Alice Plutino, Alessandro Rizzi.
Sensors (Basel), 2020 Aug 09; 20(16). PMID: 32764366    Free PMC article.
Use of Hyperspectral/Multispectral Imaging in Gastroenterology. Shedding Some⁻Different⁻Light into the Dark.
Samuel Ortega, Himar Fabelo, +2 authors, Gustavo M Callico.
J Clin Med, 2019 Jan 06; 8(1). PMID: 30609685    Free PMC article.
A Review on a Deep Learning Perspective in Brain Cancer Classification.
Gopal S Tandel, Mainak Biswas, +10 authors, Jasjit S Suri.
Cancers (Basel), 2019 Jan 24; 11(1). PMID: 30669406    Free PMC article.
Automation and Scale Up of Somatic Embryogenesis for Commercial Plant Production, With Emphasis on Conifers.
Ulrika Egertsdotter, Iftikhar Ahmad, David Clapham.
Front Plant Sci, 2019 Mar 06; 10. PMID: 30833951    Free PMC article.
On the spectral signature of melanoma: a non-parametric classification framework for cancer detection in hyperspectral imaging of melanocytic lesions.
Arturo Pardo, José A Gutiérrez-Gutiérrez, +2 authors, Olga M Conde.
Biomed Opt Express, 2019 May 09; 9(12). PMID: 31065429    Free PMC article.
Fibre-based spectral ratio endomicroscopy for contrast enhancement of bacterial imaging and pulmonary autofluorescence.
Helen E Parker, James M Stone, +4 authors, Michael G Tanner.
Biomed Opt Express, 2019 May 16; 10(4). PMID: 31086708    Free PMC article.
In-Vivo and Ex-Vivo Tissue Analysis through Hyperspectral Imaging Techniques: Revealing the Invisible Features of Cancer.
Martin Halicek, Himar Fabelo, +2 authors, Baowei Fei.
Cancers (Basel), 2019 Jun 04; 11(6). PMID: 31151223    Free PMC article.
Highly Cited. Review.
Hyperspectral Multiplexed Biological Imaging of Nanoprobes Emitting in the Short-Wave Infrared Region.
A Yakovliev, R Ziniuk, +8 authors, T Y Ohulchanskyy.
Nanoscale Res Lett, 2019 Jul 22; 14(1). PMID: 31325079    Free PMC article.
Hyperspectral imaging for seed quality and safety inspection: a review.
Lei Feng, Susu Zhu, +3 authors, Chu Zhang.
Plant Methods, 2019 Aug 14; 15. PMID: 31406499    Free PMC article.
Surgical Aid Visualization System for Glioblastoma Tumor Identification based on Deep Learning and In-Vivo Hyperspectral Images of Human Patients.
Himar Fabelo, Martin Halicek, +5 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2019 Aug 27; 10951. PMID: 31447494    Free PMC article.
Hyperspectral imaging of human skin aided by artificial neural networks.
Evgeny Zherebtsov, Viktor Dremin, +5 authors, Alexander Bykov.
Biomed Opt Express, 2019 Aug 31; 10(7). PMID: 31467793    Free PMC article.
Media Characterization under Scattering Conditions by Nanophotonics Iterative Multiplane Spectroscopy Measurements.
Inbar Yariv, Channa Shapira, Hamootal Duadi, Dror Fixler.
ACS Omega, 2019 Sep 12; 4(10). PMID: 31508554    Free PMC article.
Hyperspectral evaluation of hepatic oxygenation in a model of total vs. arterial liver ischaemia.
Eric Felli, Mahdi Al-Taher, +11 authors, Michele Diana.
Sci Rep, 2020 Sep 24; 10(1). PMID: 32963333    Free PMC article.
A Percutaneous Catheter for In Vivo Hyperspectral Imaging of Cardiac Tissue: Challenges, Solutions and Future Directions.
Kenneth Armstrong, Cinnamon Larson, +2 authors, Narine Sarvazyan.
Cardiovasc Eng Technol, 2020 Jul 16; 11(5). PMID: 32666326    Free PMC article.
Exploiting scale-invariance: a top layer targeted inverse model for hyperspectral images of wounds.
Asgeir Bjorgan, Lise Lyngsnes Randeberg.
Biomed Opt Express, 2020 Oct 06; 11(9). PMID: 33014601    Free PMC article.
Retinal choroidal vessel imaging based on multi-wavelength fundus imaging with the guidance of optical coherence tomography.
Zhiyu Huang, Zhe Jiang, +5 authors, Yanye Lu.
Biomed Opt Express, 2020 Oct 06; 11(9). PMID: 33014609    Free PMC article.
Hyperspectral imaging and characterization of allergic contact dermatitis in the short-wave infrared.
Tommy Du, Deependra K Mishra, +4 authors, Mikhail Y Berezin.
J Biophotonics, 2020 May 18; 13(9). PMID: 32418362    Free PMC article.
Incoherent excess noise spectrally encodes broadband light sources.
Aaron M Kho, Tingwei Zhang, +2 authors, Vivek J Srinivasan.
Light Sci Appl, 2020 Oct 22; 9. PMID: 33082941    Free PMC article.
Artificial intelligence for brain diseases: A systematic review.
Alice Segato, Aldo Marzullo, Francesco Calimeri, Elena De Momi.
APL Bioeng, 2020 Oct 24; 4(4). PMID: 33094213    Free PMC article.
Surgical Guidance for Removal of Cholesteatoma Using a Multispectral 3D-Endoscope.
Eric L Wisotzky, Jean-Claude Rosenthal, +3 authors, Florian C Uecker.
Sensors (Basel), 2020 Sep 23; 20(18). PMID: 32957675    Free PMC article.
From remote sensing and machine learning to the history of the Silk Road: large scale material identification on wall paintings.
Sotiria Kogou, Golnaz Shahtahmassebi, +5 authors, Sam van Schaik.
Sci Rep, 2020 Nov 11; 10(1). PMID: 33168925    Free PMC article.
Validation of two techniques for intraoperative hyperspectral human tissue determination.
Eric L Wisotzky, Benjamin Kossack, +3 authors, Peter Eisert.
J Med Imaging (Bellingham), 2020 Nov 27; 7(6). PMID: 33241074    Free PMC article.
Blood Stain Classification with Hyperspectral Imaging and Deep Neural Networks.
Kamil Książek, Michał Romaszewski, +2 authors, Michał Cholewa.
Sensors (Basel), 2020 Nov 26; 20(22). PMID: 33233358    Free PMC article.
The RoScan Thermal 3D Body Scanning System: Medical Applicability and Benefits for Unobtrusive Sensing and Objective Diagnosis.
Adam Chromy, Ludek Zalud.
Sensors (Basel), 2020 Nov 26; 20(22). PMID: 33233670    Free PMC article.
Phase and Index of Refraction Imaging by Hyperspectral Reflectance Confocal Microscopy.
Stefano Selci.
Molecules, 2016 Dec 22; 21(12). PMID: 27999294    Free PMC article.
High performance image mapping spectrometer (IMS) for snapshot hyperspectral imaging applications.
Michal E Pawlowski, Jason G Dwight, Thuc-Uyen Nguyen, Tomasz S Tkaczyk.
Opt Express, 2019 Jan 31; 27(2). PMID: 30696224    Free PMC article.
Deep Learning-Based Framework for In Vivo Identification of Glioblastoma Tumor using Hyperspectral Images of Human Brain.
Himar Fabelo, Martin Halicek, +14 authors, Baowei Fei.
Sensors (Basel), 2019 Mar 01; 19(4). PMID: 30813245    Free PMC article.
Estimation of tissue oxygen saturation from RGB images and sparse hyperspectral signals based on conditional generative adversarial network.
Qingbiao Li, Jianyu Lin, Neil T Clancy, Daniel S Elson.
Int J Comput Assist Radiol Surg, 2019 Mar 23; 14(6). PMID: 30900114    Free PMC article.
Custom Scanning Hyperspectral Imaging System for Biomedical Applications: Modeling, Benchmarking, and Specifications.
José A Gutiérrez-Gutiérrez, Arturo Pardo, +2 authors, Olga M Conde.
Sensors (Basel), 2019 Apr 12; 19(7). PMID: 30970657    Free PMC article.
Hierarchical Multi-Scale Convolutional Neural Networks for Hyperspectral Image Classification.
Simin Li, Xueyu Zhu, Jie Bao.
Sensors (Basel), 2019 Apr 13; 19(7). PMID: 30974816    Free PMC article.
Active Hyperspectral Sensor Based on MEMS Fabry-Pérot Interferometer.
Teemu Kääriäinen, Priit Jaanson, +2 authors, Albert Manninen.
Sensors (Basel), 2019 May 15; 19(9). PMID: 31083615    Free PMC article.
Gold nanoparticle uptake is enhanced by estradiol in MCF-7 breast cancer cells.
Carlos Lara-Cruz, Javier E Jiménez-Salazar, +4 authors, Pablo Damián-Matsumura.
Int J Nanomedicine, 2019 May 24; 14. PMID: 31118607    Free PMC article.
Using intracellular plasmonics to characterize nanomorphology in human cells.
Ahmad Sohrabi Kashani, Alisa Piekny, Muthukumaran Packirisamy.
Microsyst Nanoeng, 2020 Dec 29; 6. PMID: 33365137    Free PMC article.
Use of Fluorescent Dyes in Endoscopy and Diagnostic Investigation.
Arthur Hoffman, Raja Atreya, Timo Rath, Markus F Neurath.
Visc Med, 2020 May 02; 36(2). PMID: 32355666    Free PMC article.
Comparison of hyperspectral imaging and fluorescence angiography for the determination of the transection margin in colorectal resections-a comparative study.
Boris Jansen-Winkeln, Isabell Germann, +8 authors, Ines Gockel.
Int J Colorectal Dis, 2020 Sep 25; 36(2). PMID: 32968892    Free PMC article.
Novel endoscopic optical diagnostic technologies in medical trial research: recent advancements and future prospects.
Zhongyu He, Peng Wang, Xuesong Ye.
Biomed Eng Online, 2021 Jan 08; 20(1). PMID: 33407477    Free PMC article.
AOTF-based hyperspectral imaging phase microscopy.
Konstantin B Yushkov, Justine Champagne, +2 authors, Vladimir Ya Molchanov.
Biomed Opt Express, 2021 Jan 08; 11(12). PMID: 33408979    Free PMC article.
Comprehensive review of surgical microscopes: technology development and medical applications.
Ling Ma, Baowei Fei.
J Biomed Opt, 2021 Jan 06; 26(1). PMID: 33398948    Free PMC article.
Intraoperative Perfusion Assessment in Enhanced Reality Using Quantitative Optical Imaging: An Experimental Study in a Pancreatic Partial Ischemia Model.
Taiga Wakabayashi, Manuel Barberio, +12 authors, Michele Diana.
Diagnostics (Basel), 2021 Jan 13; 11(1). PMID: 33430038    Free PMC article.
Porous Phantoms Mimicking Tissues-Investigation of Optical Parameters Stability Over Time.
Paulina Listewnik, Monika Ronowska, +2 authors, Małgorzata Szczerska.
Materials (Basel), 2021 Jan 21; 14(2). PMID: 33467152    Free PMC article.
Hyperspectral Imagery for Assessing Laser-Induced Thermal State Change in Liver.
Martina De Landro, Ignacio Espíritu García-Molina, +6 authors, Paola Saccomandi.
Sensors (Basel), 2021 Jan 23; 21(2). PMID: 33477656    Free PMC article.
Excitation-scanning hyperspectral video endoscopy: enhancing the light at the end of the tunnel.
Craig M Browning, Joshua Deal, +3 authors, Silas J Leavesley.
Biomed Opt Express, 2021 Feb 02; 12(1). PMID: 33520384    Free PMC article.
Curve-Based Classification Approach for Hyperspectral Dermatologic Data Processing.
Stig Uteng, Eduardo Quevedo, +6 authors, Fred Godtliebsen.
Sensors (Basel), 2021 Jan 28; 21(3). PMID: 33498303    Free PMC article.
Eight-Channel Multispectral Image Database for Saliency Prediction.
Miguel Ángel Martínez-Domingo, Juan Luis Nieves, Eva M Valero.
Sensors (Basel), 2021 Feb 05; 21(3). PMID: 33535556    Free PMC article.
Estimation of skin microcirculatory hemoglobin oxygen saturation and red blood cell tissue fraction using a multispectral snapshot imaging system: a validation study.
Maria Ewerlöf, E Göran Salerud, Tomas Strömberg, Marcus Larsson.
J Biomed Opt, 2021 Feb 15; 26(2). PMID: 33583154    Free PMC article.
Surgical spectral imaging.
Neil T Clancy, Geoffrey Jones, +2 authors, Danail Stoyanov.
Med Image Anal, 2020 May 07; 63. PMID: 32375102    Free PMC article.
Pose estimation of a markerless fiber bundle for endoscopic optical biopsy.
Omar Zenteno, Sylvie Treuillet, Yves Lucas.
J Med Imaging (Bellingham), 2021 Mar 09; 8(2). PMID: 33681409    Free PMC article.
A hyperspectral imaging system for mapping haemoglobin and cytochrome-c-oxidase concentration changes in the exposed cerebral cortex.
Luca Giannoni, Frédéric Lange, +2 authors, Ilias Tachtsidis.
IEEE J Sel Top Quantum Electron, 2021 Mar 16; 27(4). PMID: 33716586    Free PMC article.
Forensic analysis of beverage stains using hyperspectral imaging.
Binu Melit Devassy, Sony George.
Sci Rep, 2021 Mar 24; 11(1). PMID: 33753793    Free PMC article.
Hyperspectral Classification of Blood-Like Substances Using Machine Learning Methods Combined with Genetic Algorithms in Transductive and Inductive Scenarios.
Filip Pałka, Wojciech Książek, +2 authors, Kamil Książek.
Sensors (Basel), 2021 Apr 04; 21(7). PMID: 33805937    Free PMC article.
Hyperspectral Imaging (HSI) as a new diagnostic tool in free flap monitoring for soft tissue reconstruction: a proof of concept study.
Lukas H Kohler, Hannes Köhler, +5 authors, Georg Osterhoff.
BMC Surg, 2021 May 02; 21(1). PMID: 33931056    Free PMC article.
Over 1000 nm Near-Infrared Multispectral Imaging System for Laparoscopic In Vivo Imaging.
Toshihiro Takamatsu, Yuichi Kitagawa, +13 authors, Hiroshi Takemura.
Sensors (Basel), 2021 May 01; 21(8). PMID: 33918935    Free PMC article.
Proof of Principle for Direct Reconstruction of Qualitative Depth Information from Turbid Media by a Single Hyper Spectral Image.
Martin Hohmann, Damaris Hecht, +3 authors, Michael Schmidt.
Sensors (Basel), 2021 May 01; 21(8). PMID: 33921629    Free PMC article.
Compressive spectral image fusion via a single aperture high throughput imaging system.
Hoover Rueda-Chacon, Fernando Rojas, Henry Arguello.
Sci Rep, 2021 May 15; 11(1). PMID: 33986428    Free PMC article.
Advances in Retinal Oximetry.
Anupam K Garg, Darren Knight, Leonardo Lando, Daniel L Chao.
Transl Vis Sci Technol, 2021 May 19; 10(2). PMID: 34003890    Free PMC article.
How chromatic cues can guide human eye growth to achieve good focus.
Timothy J Gawne, Rafael Grytz, Thomas T Norton.
J Vis, 2021 May 14; 21(5). PMID: 33984119    Free PMC article.
Intraoperative hyperspectral label-free imaging: from system design to first-in-patient translation.
Michael Ebner, Eli Nabavi, +12 authors, Tom Vercauteren.
J Phys D Appl Phys, 2021 May 25; 54(29). PMID: 34024940    Free PMC article.
Robot-assisted, source-camera-coupled multi-view broadband imagers for ubiquitous sensing platform.
Kou Li, Ryoichi Yuasa, +4 authors, Yukio Kawano.
Nat Commun, 2021 May 23; 12(1). PMID: 34021142    Free PMC article.
Demystifying autofluorescence with excitation-scanning hyperspectral imaging.
Joshua Deal, Bradley Harris, +6 authors, Silas J Leavesley.
Proc SPIE Int Soc Opt Eng, 2018 Jan 01; 10497. PMID: 34092890    Free PMC article.
Hyperspectral Three-Dimensional Fluorescence Imaging Using Snapshot Optical Tomography.
Cory Juntunen, Isabel M Woller, Yongjin Sung.
Sensors (Basel), 2021 Jun 03; 21(11). PMID: 34073956    Free PMC article.
Spectral Imaging Experiments with Various Optical Schemes Based on the Same AOTF.
Vladislav Batshev, Alexander Machikhin, +5 authors, Vladimir Lomonov.
Materials (Basel), 2021 Jun 03; 14(11). PMID: 34072970    Free PMC article.
Supervised Machine Learning Methods and Hyperspectral Imaging Techniques Jointly Applied for Brain Cancer Classification.
Gemma Urbanos, Alberto Martín, +7 authors, César Sanz.
Sensors (Basel), 2021 Jun 03; 21(11). PMID: 34073145    Free PMC article.
Phasor-based hyperspectral snapshot microscopy allows fast imaging of live, three-dimensional tissues for biomedical applications.
Per Niklas Hedde, Rachel Cinco, +2 authors, Enrico Gratton.
Commun Biol, 2021 Jun 13; 4(1). PMID: 34117344    Free PMC article.
Deep learning-based framework for the distinction of membranous nephropathy: a new approach through hyperspectral imagery.
Tianqi Tu, Xueling Wei, +4 authors, Wenge Li.
BMC Nephrol, 2021 Jun 21; 22(1). PMID: 34147076    Free PMC article.
Membranous nephropathy classification using microscopic hyperspectral imaging and tensor patch-based discriminative linear regression.
Meng Lv, Tianhong Chen, +4 authors, Wei Li.
Biomed Opt Express, 2021 Jun 26; 12(5). PMID: 34168909    Free PMC article.
GoRG: Towards a GPU-Accelerated Multiview Hyperspectral Depth Estimation Tool for Medical Applications.
Jaime Sancho, Pallab Sutradhar, +6 authors, César Sanz.
Sensors (Basel), 2021 Jul 03; 21(12). PMID: 34198595    Free PMC article.
Hyperspectral Imaging (HSI)-A New Tool to Estimate the Perfusion of Upper Abdominal Organs during Pancreatoduodenectomy.
Yusef Moulla, Dorina Christin Buchloh, +9 authors, Ines Gockel.
Cancers (Basel), 2021 Jul 03; 13(11). PMID: 34200412    Free PMC article.
Is Hyperspectral Imaging Suitable for Assessing Collateral Circulation Prior Radial Forearm Free Flap Harvesting? Comparison of Hyperspectral Imaging and Conventional Allen's Test.
Diana Heimes, Philipp Becker, +3 authors, Peer W Kämmerer.
J Pers Med, 2021 Jul 03; 11(6). PMID: 34207631    Free PMC article.
Perspective on diffuse light in tissue: subsampling photon populations.
Samuel S Streeter, Steven L Jacques, Brian W Pogue.
J Biomed Opt, 2021 Jul 04; 26(7). PMID: 34216136    Free PMC article.
Characterization of Pharmaceutical Tablets Using UV Hyperspectral Imaging as a Rapid In-Line Analysis Tool.
Mohammad Al Ktash, Mona Stefanakis, +2 authors, Marc Brecht.
Sensors (Basel), 2021 Jul 03; 21(13). PMID: 34203526    Free PMC article.
Electrostatically Tuned Optical Filters Based on Hybrid Plasmonic-Dielectric Thin Films for Hyperspectral Imaging.
Ahmed Abdelghfar, Mohamed A Mousa, +3 authors, Noha Gaber.
Micromachines (Basel), 2021 Jul 03; 12(7). PMID: 34210049    Free PMC article.
Spectral Endoscopy Enhances Contrast for Neoplasia in Surveillance of Barrett's Esophagus.
Dale J Waterhouse, Wladyslaw Januszewicz, +3 authors, Sarah E Bohndiek.
Cancer Res, 2021 May 28; 81(12). PMID: 34039635    Free PMC article.
Comparison of different spectral cameras for image-guided organ transplantation.
Richard Mühle, Wenke Markgraf, +3 authors, Eric L Wisotzky.
J Biomed Opt, 2021 Jul 26; 26(7). PMID: 34304399    Free PMC article.
Terapixel hyperspectral whole-slide imaging via slit-array detection and projection.
Jun Liao, Shaowei Jiang, +5 authors, Guoan Zheng.
J Biomed Opt, 2018 Jul 01; 23(6). PMID: 29959834    Free PMC article.
Multitrack Compressed Sensing for Faster Hyperspectral Imaging.
Sharvaj Kubal, Elizabeth Lee, Chor Yong Tay, Derrick Yong.
Sensors (Basel), 2021 Aug 11; 21(15). PMID: 34372271    Free PMC article.
Hyperspectral image processing for the identification and quantification of lentiviral particles in fluid samples.
Emilio Gomez-Gonzalez, Beatriz Fernandez-Muñoz, +24 authors, Javier Marquez-Rivas.
Sci Rep, 2021 Aug 12; 11(1). PMID: 34376765    Free PMC article.
Mobile snapshot hyperspectral imaging device for skin evaluation using diffractive optical elements.
Christian Kern, Uwe Speck, +6 authors, Frank Fischer.
Skin Res Technol, 2021 Jan 30; 27(4). PMID: 33511672    Free PMC article.
Developing a novel hyperspectral imaging cryomacrotome for whole body fluorescence imaging.
Boyu Meng, Brook K Byrd, +2 authors, Scott C Davis.
Proc SPIE Int Soc Opt Eng, 2020 Jan 01; 11219. PMID: 34446979    Free PMC article.
Retinal Dysfunction in Alzheimer's Disease and Implications for Biomarkers.
Chunyan Liao, Jinying Xu, Yu Chen, Nancy Y Ip.
Biomolecules, 2021 Aug 28; 11(8). PMID: 34439882    Free PMC article.
Deep Learning Analysis of In Vivo Hyperspectral Images for Automated Intraoperative Nerve Detection.
Manuel Barberio, Toby Collins, +6 authors, Michele Diana.
Diagnostics (Basel), 2021 Aug 28; 11(8). PMID: 34441442    Free PMC article.
Wound Size Imaging: Ready for Smart Assessment and Monitoring.
Yves Lucas, Rania Niri, +2 authors, Benjamin Castaneda.
Adv Wound Care (New Rochelle), 2020 Apr 23; 10(11). PMID: 32320356    Free PMC article.
Use of Hyperspectral Imaging for the Quantification of Organic Contaminants on Copper Surfaces for Electronic Applications.
Tim Englert, Florian Gruber, +4 authors, Wulf Grählert.
Sensors (Basel), 2021 Aug 29; 21(16). PMID: 34451034    Free PMC article.
Explainable liver tumor delineation in surgical specimens using hyperspectral imaging and deep learning.
Yating Zhang, Si Yu, +7 authors, Jie Bao.
Biomed Opt Express, 2021 Aug 31; 12(7). PMID: 34457429    Free PMC article.
Deep Learning Meets Hyperspectral Image Analysis: A Multidisciplinary Review.
Alberto Signoroni, Mattia Savardi, Annalisa Baronio, Sergio Benini.
J Imaging, 2019 May 08; 5(5). PMID: 34460490    Free PMC article.
A Spectral Filter Array Camera for Clinical Monitoring and Diagnosis: Proof of Concept for Skin Oxygenation Imaging.
Jacob Renzo Bauer, Arnoud A Bruins, Jon Yngve Hardeberg, Rudolf M Verdaasdonk.
J Imaging, 2019 Jul 26; 5(8). PMID: 34460500    Free PMC article.
Task-Driven Learned Hyperspectral Data Reduction Using End-to-End Supervised Deep Learning.
Mathé T Zeegers, Daniël M Pelt, +2 authors, Kees Joost Batenburg.
J Imaging, 2021 Aug 31; 6(12). PMID: 34460529    Free PMC article.
Unsupervised Clustering of Hyperspectral Paper Data Using t-SNE.
Binu Melit Devassy, Sony George, Peter Nussbaum.
J Imaging, 2020 May 05; 6(5). PMID: 34460731    Free PMC article.
Spatial Spectral Band Selection for Enhanced Hyperspectral Remote Sensing Classification Applications.
Ruben Moya Torres, Peter W T Yuen, +3 authors, Peter Godfree.
J Imaging, 2021 Aug 31; 6(9). PMID: 34460744    Free PMC article.
Compressive Sensing Hyperspectral Imaging by Spectral Multiplexing with Liquid Crystal.
Yaniv Oiknine, Isaac August, +2 authors, Adrian Stern.
J Imaging, 2018 Dec 22; 5(1). PMID: 34470182    Free PMC article.
Detection of cutaneous oxygen saturation using a novel snapshot hyperspectral camera: a feasibility study.
Labrinus van Manen, Willem A J Birkhoff, +9 authors, Jouke Dijkstra.
Quant Imaging Med Surg, 2021 Sep 04; 11(9). PMID: 34476182    Free PMC article.
Hyperspectral imaging and artificial intelligence to detect oral malignancy - part 1 - automated tissue classification of oral muscle, fat and mucosa using a light-weight 6-layer deep neural network.
Daniel G E Thiem, Paul Römer, +4 authors, Peer W Kämmerer.
Head Face Med, 2021 Sep 05; 17(1). PMID: 34479595    Free PMC article.
Effect of curvature correction on parameters extracted from hyperspectral images.
Luka Rogelj, Urban Simončič, +4 authors, Matija Milanič.
J Biomed Opt, 2021 Sep 08; 26(9). PMID: 34490762    Free PMC article.
Hyperspectral Imaging and Machine Perfusion in Solid Organ Transplantation: Clinical Potentials of Combining Two Novel Technologies.
Margot Fodor, Julia Hofmann, +5 authors, Stefan Schneeberger.
J Clin Med, 2021 Sep 11; 10(17). PMID: 34501286    Free PMC article.
Distinction of surgically resected gastrointestinal stromal tumor by near-infrared hyperspectral imaging.
Daiki Sato, Toshihiro Takamatsu, +14 authors, Kohei Soga.
Sci Rep, 2020 Dec 16; 10(1). PMID: 33318595    Free PMC article.
DMD-based hyperspectral microscopy with flexible multiline parallel scanning.
Xue Dong, Geng Tong, +2 authors, Yiting Yu.
Microsyst Nanoeng, 2021 Sep 28; 7. PMID: 34567780    Free PMC article.
Automatic Liver Viability Scoring with Deep Learning and Hyperspectral Imaging.
Eric Felli, Mahdi Al-Taher, +15 authors, Michele Diana.
Diagnostics (Basel), 2021 Sep 29; 11(9). PMID: 34573869    Free PMC article.
Recent Advances in Multi- and Hyperspectral Image Analysis.
Jakub Nalepa.
Sensors (Basel), 2021 Sep 29; 21(18). PMID: 34577211    Free PMC article.
VNIR-NIR hyperspectral imaging fusion targeting intraoperative brain cancer detection.
Raquel Leon, Himar Fabelo, +12 authors, Gustavo M Callico.
Sci Rep, 2021 Oct 06; 11(1). PMID: 34608237    Free PMC article.
First-in-human pilot study of snapshot multispectral endoscopy for early detection of Barrett's-related neoplasia.
Dale J Waterhouse, Sophia Bano, +4 authors, Sarah E Bohndiek.
J Biomed Opt, 2021 Oct 11; 26(10). PMID: 34628734    Free PMC article.
Automatic Recognition of Colon and Esophagogastric Cancer with Machine Learning and Hyperspectral Imaging.
Toby Collins, Marianne Maktabi, +7 authors, Ines Gockel.
Diagnostics (Basel), 2021 Oct 24; 11(10). PMID: 34679508    Free PMC article.
Two-photon peak molecular brightness spectra reveal long-wavelength enhancements of multiplexed imaging depth and photostability.
Ryan T Lang, Bryan Q Spring.
Biomed Opt Express, 2021 Oct 26; 12(9). PMID: 34692224    Free PMC article.
Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging.
Aaron G Smith, Reina Perez, +11 authors, Patrick J Treado.
J Biomed Opt, 2021 Oct 25; 26(10). PMID: 34689443    Free PMC article.