{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,20]],"date-time":"2026-10-20T15:06:19Z","timestamp":1792508779933,"version":"4.5.0"},"reference-count":105,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2014,11,17]],"date-time":"2014-11-17T00:00:00Z","timestamp":1416182400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Thanks to some technical progress in interferencefilter design based on different technologies, we can finally successfully implement the concept of multispectral filter array-based sensors. This article provides the relevant state-of-the-art for multispectral imaging systems and presents the characteristics of the elements of our multispectral sensor as a case study. The spectral characteristics are based on two different spatial arrangements that distribute eight different bandpass filters in the visible and near-infrared area of the spectrum. We demonstrate that the system is viable and evaluate its performance through sensor spectral simulation.<\/jats:p>","DOI":"10.3390\/s141121626","type":"journal-article","created":{"date-parts":[[2014,11,17]],"date-time":"2014-11-17T10:19:13Z","timestamp":1416219553000},"page":"21626-21659","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":266,"title":["Multispectral Filter Arrays: Recent Advances and Practical Implementation"],"prefix":"10.3390","volume":"14","author":[{"given":"Pierre-Jean","family":"Lapray","sequence":"first","affiliation":[{"name":"LE2I Laboratory, University of Burgundy, Dijon 21000, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingbo","family":"Wang","sequence":"additional","affiliation":[{"name":"LE2I Laboratory, University of Burgundy, Dijon 21000, France"},{"name":"Norwegian Colour and Visual Computing Laboratory, Gj\u00f8vik University College, Gj\u00f8vik 2818, Norway"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jean-Baptiste","family":"Thomas","sequence":"additional","affiliation":[{"name":"LE2I Laboratory, University of Burgundy, Dijon 21000, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pierre","family":"Gouton","sequence":"additional","affiliation":[{"name":"LE2I Laboratory, University of Burgundy, Dijon 21000, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2014,11,17]]},"reference":[{"key":"ref_1","unstructured":"Stevenson, A. (2005). Oxford Dictionary of English, Oxford University Press. [2 ed.]."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Launay, F. (2011). The Astronomer Jules Janssen: A Globetrotter of Celestial Physics, Springer.","DOI":"10.1007\/978-1-4614-0697-6"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"S5","DOI":"10.1016\/j.rse.2007.12.014","article-title":"Three decades of hyperspectral remote sensing of the Earth: A personal view","volume":"113","author":"Goetz","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_4","unstructured":"Lapray, P.-J., Thomas, J.-B., and Gouton, P. (2014, January 3\u20137). A Multispectral Acquisition System Using MSFAs. Boston, MA, USA. submitted for publication."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"857","DOI":"10.1366\/0003702944029820","article-title":"Imaging Spectrometers for Fluorescence and Raman Microscopy: Acousto-Optic and Liquid Crystal Tunable Filters","volume":"48","author":"Morris","year":"1994","journal-title":"Appl. Spectrosc."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"090901","DOI":"10.1117\/1.OE.52.9.090901","article-title":"Review of snapshot spectral imaging technologies","volume":"52","author":"Hagen","year":"2013","journal-title":"Opt. Eng."},{"key":"ref_7","unstructured":"Bayer, B.E. (1976). Color Imaging Array. (U.S. Patent 3,971,065)."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1364\/AO.3.000303","article-title":"Field Photometer with Nine-Element Filter Wheel","volume":"3","author":"Frentress","year":"1964","journal-title":"Appl. Opt."},{"key":"ref_9","first-page":"50","article-title":"Imaging spectroscopy using tunable filters: A review","volume":"4056","author":"Gat","year":"2000","journal-title":"SPIE Digit. Libr."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"744","DOI":"10.1364\/JOSA.59.000744","article-title":"Acousto-Optic Tunable Filter","volume":"59","author":"Harris","year":"1969","journal-title":"J. Opt. Soc. Am."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1734","DOI":"10.1366\/0003702001949050","article-title":"Time-Resolved Multispectral Imaging Spectrometer","volume":"54","author":"Khait","year":"2000","journal-title":"Appl. Spectrosc."},{"key":"ref_12","unstructured":"Imai, F., Taplin, L., Day, D., Day, E., and Berns, R. Imaging at the National Gallery of Art, Washington DC. Available online: https:\/\/ritdml.rit.edu\/handle\/1850\/4355."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1117\/12.144795","article-title":"High resolution colorimetric imaging of paintings","volume":"1901","author":"Martinez","year":"1993","journal-title":"Proc. SPIE"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/j.compmedimag.2010.07.001","article-title":"Reconstruction of hyperspectral cutaneous data from an artificial neural network-based multispectral imaging system","volume":"35","author":"Jolivot","year":"2011","journal-title":"Comput. Med. Imaging Graph."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"15670","DOI":"10.1364\/OE.17.015670","article-title":"Ultra-fast multispectral optical imaging of cortical oxygenation, blood flow, and intracellular calcium dynamics","volume":"17","author":"Bouchard","year":"2009","journal-title":"Opt. Express"},{"key":"ref_16","unstructured":"Howett, D. (2006). Television Innovations: 50 Technological Developments, Kelly Publications."},{"key":"ref_17","unstructured":"de Lang, H., and Bouwhuis, G. (1965). Optical System for a Color Television Camera. (U.S. Patent 3,202,039)."},{"key":"ref_18","unstructured":"Spiering, B.A. (1999). Multi Spectral Imaging System. (U.S. Patent 5,900,942)."},{"key":"ref_19","unstructured":"Basiji, D.A., and Ortyn, W.E. (2001). Imaging and Analyzing Parameters of Small Moving Objects Such as Cells. (U.S. Patent 6,211,955)."},{"key":"ref_20","unstructured":"Ortyn, W.E., Basiji, D.A., Morrissey, P., George, T., Hall, B., Zimmerman, C., and Perry, D. (2011). Blood and Cell Analysis Using an Imaging Flow Cytometer. (U.S. Patent 7,925,069)."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Matchett, J.D., Billmers, R.I., Billmers, E.J., and Ludwig, M.E. (2007). Volume holographic beam splitter for hyperspectral imaging applications. Proc. SPIE, 6668.","DOI":"10.1117\/12.733778"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"22520","DOI":"10.1364\/OE.17.022520","article-title":"White light Sagnac interferometer for snapshot linear polarimetric imaging","volume":"17","author":"Kudenov","year":"2009","journal-title":"Opt. Express"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"4067","DOI":"10.1364\/AO.49.004067","article-title":"White-light Sagnac interferometer for snapshot multispectral imaging","volume":"49","author":"Kudenov","year":"2010","journal-title":"Appl. Opt."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"5602","DOI":"10.1364\/OE.18.005602","article-title":"Generalization of the Lyot filter and its application to snapshot spectral imaging","volume":"18","author":"Gorman","year":"2010","journal-title":"Opt. Express"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1643","DOI":"10.1364\/OPEX.12.001643","article-title":"Multispectral imaging using compact compound optics","volume":"12","author":"Shogenji","year":"2004","journal-title":"Opt. Express"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"347","DOI":"10.1007\/s10043-007-0347-z","article-title":"Three-Dimensional Information Acquisition Using a Compound Imaging System","volume":"14","author":"Horisaki","year":"2007","journal-title":"Opt. Rev."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"09LB04","DOI":"10.1143\/JJAP.48.09LB04","article-title":"An Active Intraoral Shape Measurement Scheme Using a Compact Compound-Eye Camera with Integrated Pattern Projectors","volume":"48","author":"Kagawa","year":"2009","journal-title":"Jpn. J. Appl. Phys."},{"key":"ref_28","unstructured":"Kagawa, K., and Tanida, J. (2009). Application of compact compound-eye camera TOMBO to thermographic imaging and depth estimation. Proc. Opt. Photonics Jpn., 98\u201399."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Langfelder, G., Longoni, A., and Zaraga, F. (2009, January 25\u201328). The Transverse Field Detector: A CMOS active pixel sensor capable of on-line tuning of the spectral response. Christchurch, New Zealand.","DOI":"10.1109\/ICSENS.2009.5398512"},{"key":"ref_30","unstructured":"Lin, A.L., and Imai, F. Efficient spectral imaging based on imaging systems with scene adaptation using tunable color pixels."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1063\/1.1343498","article-title":"Infrared multispectral detection using Si\/SixGe1x quantum well infrared photodetectors","volume":"78","author":"Krapf","year":"2001","journal-title":"Appl. Phys. Lett."},{"key":"ref_32","unstructured":"Ramanath, R., Snyder, W.E., Bilbro, G.L., and Sander, W.A. (2001). Robust Multispectral Imaging Sensors for Autonomous Robots, North Carolina State University. Technical Report."},{"key":"ref_33","unstructured":"Buchsbaum, P.E., and Morris, M.J. (2003). Method for Making Monolithic Patterned Dichroic Filter Detector Arrays for Spectroscopic Imaging. (U.S. Patent 6,638,668)."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"7173","DOI":"10.1364\/OE.20.007173","article-title":"Hybrid-resolution multispectral imaging using color filter array","volume":"20","author":"Murakami","year":"2012","journal-title":"Opt. Express"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"C64","DOI":"10.1364\/AO.53.000C64","article-title":"Compact camera for multispectral and conventional imaging based on patterned filters","volume":"53","author":"Skauli","year":"2014","journal-title":"Appl. Opt."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"021103","DOI":"10.1117\/1.3373512","article-title":"2PFC\u2122 (two pixels, full color): Image sensor demosaicing and characterization","volume":"19","author":"Tamburrino","year":"2010","journal-title":"J. Electron. Imaging"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"C14","DOI":"10.1364\/AO.53.000C14","article-title":"Combining transverse field detectors and color filter arrays to improve multispectral imaging systems","volume":"53","author":"Valero","year":"2014","journal-title":"Appl. Opt."},{"key":"ref_38","unstructured":"Sparks, A.W., and DeWeert, M.J. (2010). Single Camera Multi-Spectral Imager. (U.S. Patent 7,855,786)."},{"key":"ref_39","unstructured":"Merrill, R. (2004). Vertical Color Filter Detector Group and Array. (U.S. Patent 6,727,521)."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"701","DOI":"10.1117\/12.543418","article-title":"Mosaic multispectral focal plane array cameras. Infrared Technology and Applications","volume":"5406","author":"Ramanath","year":"2004","journal-title":"Proc. SPIE"},{"key":"ref_41","unstructured":"Miao, L., Qi, H., and Snyder, W.E. (2014, January 27\u201330). A generic method for generating multispectral filter arrays. Paris, France. Volume 5."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"2780","DOI":"10.1109\/TIP.2006.877315","article-title":"The design and evaluation of a generic method for generating mosaicked multispectral filter arrays","volume":"15","author":"Miao","year":"2006","journal-title":"IEEE Trans. Image Process."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Miao, L., Qi, H., and Ramanath, R. (2006, January 8\u201311). A Generic Binary Tree-Based Progressive Demosaicing Method for Multispectral Filter Array. Atlanta, GA, USA.","DOI":"10.1109\/ICIP.2006.312909"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"3550","DOI":"10.1109\/TIP.2006.877476","article-title":"Binary Tree-Based Generic Demosaicing Algorithm for Multispectral Filter Arrays","volume":"15","author":"Miao","year":"2006","journal-title":"IEEE Trans. Image Process."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"606909","DOI":"10.1117\/12.642366","article-title":"Generic MSFA mosaicking and demosaicing for multispectral cameras. Digital Photography II","volume":"6069","author":"Miao","year":"2006","journal-title":"Proc. SPIE"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Shinoda, K., Hamasaki, T., Hasegawa, M., Kato, S., and Antonio, O. (2013, January 8\u201311). Quality metric for filter arrangement in a multispectral filter array. San Jose, CA, USA.","DOI":"10.1109\/PCS.2013.6737705"},{"key":"ref_47","unstructured":"Group, G.C. (2006). A Color Filter Array Based Multispectral Camera, 12th Workshop Farbbildverarbeitung."},{"key":"ref_48","unstructured":"Aggarwal, H.K., and Majumdar, A. (2013, January 18\u201321). Multi-spectral demosaicing technique for single-sensor imaging. Jodhpur, India."},{"key":"ref_49","unstructured":"Hershey, J., and Zhang, Z. (2008). Multispectral Digital Camera Employing Both Visible Light and Non-Visible Light Sensing on a Single Image Sensor. (U.S. Patent 7,460,160)."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Wang, S.W., Xia, C., Chen, X., Lu, W., Li, M., Wang, H., Zheng, W., and Zhang, T. (2007). Concept of a high-resolution miniature spectrometer using an integrated filter array. Opt. Lett., 632\u2013634.","DOI":"10.1364\/OL.32.000632"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Mercier, J., Townsend, T., and Sundberg, R. (2010, January 14\u201316). Utility assessment of a multispectral snapshot LWIR imager. Reykjavik, Iceland.","DOI":"10.1109\/WHISPERS.2010.5594956"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Lu, Y.M., Fredembach, C., Vetterli, M., and S\u00fcsstrunk, S. (2009, January 7\u201310). Designing color filter arrays for the joint capture of visible and near-infrared images. Cairo, Africa.","DOI":"10.1109\/ICIP.2009.5414324"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Sadeghipoor Kermani, Z., Lu, Y., and S\u00fcsstrunk, S. (2011, January 11\u201314). Correlation-based Joint Acquisition and Demosaicing of Visible and Near-Infrared Images. Brussels, Belgium.","DOI":"10.1109\/ICIP.2011.6116339"},{"key":"ref_54","unstructured":"Yannick Benezeth, D.S., and Thomas, J.B. (June, January 31). Background subtraction with multispectral video sequences. Hong Kong, China."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"2241","DOI":"10.1109\/TIP.2010.2046811","article-title":"Generalized Assorted Pixel Camera: Postcapture Control of Resolution, Dynamic Range, and Spectrum","volume":"19","author":"Yasuma","year":"2010","journal-title":"Image Proc. IEEE Trans."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Monno, Y., Tanaka, M., and Okutomi, M. (2011, January 11\u201314). Multispectral demosaicing using adaptive kernel upsampling. Brussels, Belgium.","DOI":"10.1109\/ICIP.2011.6116337"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Shrestha, R., Hardeberg, J.Y., and Khan, R. (2011). Spatial arrangement of color filter array for multispectral image acquisition. Proc. SPIE, 7875.","DOI":"10.1117\/12.872253"},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Kiku, D., Monno, Y., Tanaka, M., and Okutomi, M. (2014). Simultaneous capturing of RGB and additional band images using hybrid color filter array. Proc. SPIE, 9023.","DOI":"10.1117\/12.2039396"},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Aggarwal, H.K., and Majumdar, A. (2014, January 9\u201313). Compressive Sensing Multi-Spectral Demosaicing from Single Sensor Architecture. Xi'an, China.","DOI":"10.1109\/ChinaSIP.2014.6889259"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"721814","DOI":"10.1117\/12.809527","article-title":"Ultracompact fully integrated megapixel multispectral imager. Integrated Optics: Devices, Materials, and Technologies XIII","volume":"7218","author":"Eichenholz","year":"2009","journal-title":"Proc. SPIE"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"75681L","DOI":"10.1117\/12.842563","article-title":"Real-time megapixel multispectral bioimaging. Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues VIII","volume":"7568","author":"Eichenholz","year":"2010","journal-title":"Proc. SPIE"},{"key":"ref_62","unstructured":"Eichenholz, J.M. (2010). Applied Industrial Optics: Spectroscopy, Imaging and Metrology, Optical Society of America."},{"key":"ref_63","unstructured":"Dougherty, J., Smith, S., and Lischtschenko, O. Multispectral imaging: Development and applications for snapshot MSI instrumentation."},{"key":"ref_64","unstructured":"Sprigle, S.H., Kong, L., Caspall, J.J., and Duckworth, M.G. (2007). Systems and Methods for Real Time Multispectral Imaging. (U.S. Patent App. 12\/518,824)."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Yi, D., Kong, L., Wang, J., and Zhao, F. (2011). Fabrication of multispectral imaging technology driven MEMS-based micro-arrayed multichannel optical filter mosaic. Proc. SPIE, 7927.","DOI":"10.1117\/12.875833"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Zhang, J., Lin, S., Zhang, C., Chen, Y., Kong, L., and Chen, F. (2012, January 8). An evaluation method of a micro-arrayed multispectral filter mosaic. Chengdu, China. Volume 8759.","DOI":"10.1117\/12.2014887"},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Kong, L., Sprigle, S., Duckworth, M.G., Yi, D., Caspall, J.J., Wang, J., and Zhao, F. (2008). Handheld Erythema and Bruise Detector. Proc. SPIE, 6915.","DOI":"10.1117\/12.770718"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Kong, L., Sprigle, S., Yi, D., Wang, F., Wang, C., and Liu, F. (2010). Developing handheld real time multispectral imager to clinically detect erythema in darkly pigmented skin. Proc. SPIE, 7557.","DOI":"10.1117\/12.843943"},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Yi, D., and Kong, L. (2010, January 16\u201318). Novel miniaturized multispectral imaging system for real-time bruise detection. Yantai, China. Volume 1.","DOI":"10.1109\/BMEI.2010.5639565"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Yi, D., Wang, C., Qi, H., Kong, L., Wang, F., and Adibi, A. (2011). Real-Time Multispectral Imager for Home-Based Health Care. IEEE Trans. Biomed. Eng., 736\u2013740.","DOI":"10.1109\/TBME.2010.2077637"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"895","DOI":"10.1007\/s10916-010-9508-x","article-title":"A Hand-held Mosaicked Multispectral Imaging Device for Early Stage Pressure Ulcer Detection","volume":"35","author":"Qi","year":"2011","journal-title":"J. Med. Syst."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1007\/s00340-007-2726-3","article-title":"128 channels of integrated filter array rapidly fabricated by using the combinatorial deposition technique","volume":"88","author":"Wang","year":"2007","journal-title":"Appl. Phys. B"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"21917","DOI":"10.1364\/OE.20.021917","article-title":"Narrowband multispectral filter set for visible band","volume":"20","author":"Walls","year":"2012","journal-title":"Opt. Express"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"033203","DOI":"10.1117\/1.3552665","article-title":"Miniature snapshot multispectral imager","volume":"50","author":"Gupta","year":"2011","journal-title":"Opt. Eng."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"861314","DOI":"10.1117\/12.2004072","article-title":"A snapshot multispectral imager with integrated tiled filters and optical duplication. Advanced Fabrication Technologies for Micro\/Nano Optics and Photonics VI","volume":"8613","author":"Geelen","year":"2013","journal-title":"Proc. SPIE"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"89740L","DOI":"10.1117\/12.2037607","article-title":"A compact snapshot multispectral imager with a monolithically integrated per-pixel filter mosaic. Advanced Fabrication Technologies for Micro\/Nano Optics and Photonics VII","volume":"8974","author":"Geelen","year":"2014","journal-title":"Proc. SPIE"},{"key":"ref_77","unstructured":"Park, H., Dan, Y., Seo, K., Yu, Y.J., Duane, P.K., Wober, M., and Crozier, K.B. (2013). CLEO: Science and Innovations, Optical Society of America."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"2460","DOI":"10.1038\/srep02460","article-title":"Multispectral imaging with vertical silicon nanowires","volume":"3","author":"Park","year":"2013","journal-title":"Sci. Rep."},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Wang, X., Thomas, J.B., Hardeberg, J.Y., and Gouton, P. (2013, January 5\u20136). Discrete wavelet transform based multispectral filter array demosaicing. Gj\u00f8vik, Norway.","DOI":"10.1109\/CVCS.2013.6626274"},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Monno, Y., Tanakaa, M., and Okutomia, M. (2012). Multispectral demosaicing using guided filter. Proc. SPIE, 8299.","DOI":"10.1117\/12.906168"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1007\/s001380050102","article-title":"Restoring subsampled color images","volume":"11","author":"Keren","year":"1999","journal-title":"Mach. Vis. Appl."},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Wang, X., Thomas, J.B., Hardeberg, J.Y., and Gouton, P. (2013). Median filtering in multispectral filter array demosaicing. Proc. SPIE, 8660.","DOI":"10.1117\/12.2005256"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"067002","DOI":"10.1117\/1.2940370","article-title":"Wavelet-domain demosaicing using linear estimation of interchannel correlation","volume":"47","author":"Kim","year":"2008","journal-title":"Opt. Eng."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1007\/978-3-319-07998-1_18","article-title":"A Linear Interpolation Algorithm for Spectral Filter Array Demosaicing","volume":"Volume 8509","author":"Elmoataz","year":"2014","journal-title":"Image and Signal Processing"},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Aggarwal, H.K., Majumdar, A., and Ward, R. (2013, January 17\u201319). A Reconstruction Algorithm for Multi-Spectral Image Demosaicing. Banff, AL, Canada.","DOI":"10.2316\/P.2013.804-052"},{"key":"ref_86","doi-asserted-by":"crossref","unstructured":"Aggarwal, H.K., and Majumdar, A. (2014, January 13\u201318). Single-sensor multi-spectral image demosaicing algorithm using learned interpolation weights. Quebec, QC, Canada.","DOI":"10.1109\/IGARSS.2014.6946857"},{"key":"ref_87","doi-asserted-by":"crossref","unstructured":"Kanaev, A.V., Rawhouser, M., Kutteruf, M.R., Yetzbacher, M.K., DePrenger, M.J., Novak, K.M., Miller, C.A., and Miller, C.W. (2014). Demosaicing for full motion video 9-band SWIR sensor. Proc. SPIE, 9104.","DOI":"10.1117\/12.2051223"},{"key":"ref_88","unstructured":"E2v Technologies EV76C661 BW and Colour CMOS Sensor, 2009. Available online: http:\/\/www.e2v.com\/."},{"key":"ref_89","unstructured":"Spectroradiometer, O.O.A. Available online: http:\/\/www.photonicsonline.com\/doc\/ol-series-750-0001."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Alleysson, D., S\u00fcsstrunk, S., and Marguier, J. (2003, January 4\u20137). Influence of spectral sensitivity functions on color demosaicing. Scottsdale, AZ, USA.","DOI":"10.2352\/CIC.2003.11.1.art00060"},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"6621","DOI":"10.1364\/AO.39.006621","article-title":"System design for accurately estimating the spectral reflectance of art paintings","volume":"39","author":"Haneishi","year":"2000","journal-title":"Appl. Opt."},{"key":"ref_92","unstructured":"Imai, F.H., Quan, S., Rosen, M.R., and Berns, R.S. (2001, January 18\u201320). Digital camera filter design for colorimetric and spectral accuracy. Joensuu, Finland."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"105","DOI":"10.2352\/J.ImagingSci.Technol.2004.48.2.art00005","article-title":"Filter selection for multispectral color image acquisition","volume":"48","author":"Hardeberg","year":"2004","journal-title":"J. Imaging Sci. Technol."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"2631","DOI":"10.1109\/TIP.2006.877384","article-title":"A subspace matching color filter design methodology for a multispectral imaging system","volume":"15","author":"Ng","year":"2006","journal-title":"IEEE Trans. Image Process."},{"key":"ref_95","unstructured":"Monno, Y., Kitao, T., Tanaka, M., and Okutomi, M. (October, January 30). Optimal spectral sensitivity functions for a single-camera one-shot multispectral imaging system. Orlando, FL, USA."},{"key":"ref_96","unstructured":"Wang, X., Thomas, J.B., Hardeberg, J.Y., and Gouton, P. (2013, January 8\u201312). A Study on the Impact of Spectral Characteristics of Filters on Multispectral Image Acquisition. Newcastle Gateshead, UK. Volume 4."},{"key":"ref_97","doi-asserted-by":"crossref","unstructured":"Peguillet, H., Thomas, J.B., Gouton, P., and Ruichek, Y. (2013, January 5\u20136). Energy balance in single exposure multispectral sensors. Gj\u00f8vik, Norway.","DOI":"10.1109\/CVCS.2013.6626277"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"105","DOI":"10.2352\/J.ImagingSci.Technol.2004.48.2.art00005","article-title":"Filter Selection for Multispectral Color Image Acquisition","volume":"2","author":"Hardeberg","year":"2004","journal-title":"J. Imaging Sci. Technol."},{"key":"ref_99","unstructured":"TECHNOLOGIES, S. MICRO-OPTICS Supplier. Available online: http:\/\/www.silios.com\/."},{"key":"ref_100","unstructured":"Day, D.C. (2003). Spectral Sensitivities of the Sinarback 54 Camera, Spectral Color Imaging Laboratory Group Munsell Color Science Laboratory Chester F. Carlson Center for Imaging Science Rochester Institute of Technology. Technical Report."},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Lu, Y.M., Fredembach, C., Vetterli, M., and S\u00fcsstrunk, S. (2009, January 7\u201310). Designing Color Filter Arrays for the Joint Capture of Visible and Near-Infrared Images. Cairo, Africa.","DOI":"10.1109\/ICIP.2009.5414324"},{"key":"ref_102","unstructured":"Hyperspectral Image Data. Available online: http:\/\/scien.stanford.edu\/index.php\/hyperspectral-image-data\/."},{"key":"ref_103","doi-asserted-by":"crossref","unstructured":"Lapray, P.J., Heyrman, B., and Ginhac, D. (2014). HDR-ARtiSt: An Adaptive Real-Time Smart Camera for High Dynamic Range imaging. J. Real-Time Image Proc.","DOI":"10.1007\/s11554-013-0393-7"},{"key":"ref_104","unstructured":"Malvar, H.S., He, L.W., and Cutler, R. (2004, January 17\u201321). High-Quality Linear Interpolation for Demosaicing of Bayer-Patterned Color Images. Montreal, QC, Canada."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","article-title":"Image quality assessment: From error visibility to structural similarity","volume":"13","author":"Wang","year":"2004","journal-title":"IEEE Trans. Image Proc."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/14\/11\/21626\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T21:09:28Z","timestamp":1760216968000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/14\/11\/21626"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,11,17]]},"references-count":105,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2014,11]]}},"alternative-id":["s141121626"],"URL":"https:\/\/doi.org\/10.3390\/s141121626","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,11,17]]}}}