{"id":156,"date":"2020-05-22T17:56:41","date_gmt":"2020-05-22T14:56:41","guid":{"rendered":"https:\/\/sites.uef.fi\/spectral\/?page_id=156"},"modified":"2026-03-26T09:37:07","modified_gmt":"2026-03-26T07:37:07","slug":"databases-software","status":"publish","type":"page","link":"https:\/\/sites.uef.fi\/spectral\/databases-software\/","title":{"rendered":"Databases &amp; Software"},"content":{"rendered":"\n<p>We have collected here the spectral datasets and spectral images to be used in research purposes.<\/p>\n\n\n\n<p>Please use reference &#8220;Computational Spectral Imaging Research Group, University of Eastern Finland, <a href=\"https:\/\/sites.uef.fi\/spectral\/databases-software\/\">https:\/\/sites.uef.fi\/spectral\/databases-software\/<\/a>&#8221; if a database on these pages does not specify a publication to cite.<\/p>\n\n\n\n<p>We are currently putting more effort to publish well documented imaged and non-imaged spectral data. <\/p>\n\n\n\n<p>Besides this site, we maintain a Zenodo community page at <a href=\"https:\/\/zenodo.org\/communities\/uef-soc-csi\">https:\/\/zenodo.org\/communities\/uef-soc-csi<\/a>, which also features datasets produced by our partners with our support.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Our spectral image databases<\/h2>\n\n\n\n<div class=\"links-block\">\n\n    \n    <ul class=\"link-list\">\n        \n            \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/odsi-db\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>ODSI-DB \u2013 Oral and Dental Spectral Image Database<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/sidri-spectral-image-dataset-of-religious-icons\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>SIDRI \u2013 Spectral Image Dataset of Religious Icons<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/spectex-hyperspectral-texture-image-database\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>SpecTex \u2013 HyperSpectral Texture Image Database<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/spectral-image-database-of-nordic-sawn-timbers\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Spectral Image Database of Nordic Sawn Timbers<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/databases-software\/speed-spectral-eye-video-database\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>SPEED \u2013 SPectral Eye vidEo Database<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n                <\/ul>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Our non-imaged spectral databases<\/h2>\n\n\n\n<p>These databases consist of various color spectra sets that are measured from many different kinds of colored samples. You can have more information and download the spectra sets by clicking the below links.<\/p>\n\n\n\n<div class=\"links-block\">\n\n            <h3>Munsell color samples<\/h3>\n    \n    <ul class=\"link-list\">\n        \n            \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/munsell-colors-matt-aotf-measured\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Munsell colors matt (AOTF measured)<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/munsell-colors-matt-spectrofotometer-measured\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Munsell colors matt (Spectrofotometer measured)<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/munsell-colors-glossy-spectrofotometer-measured\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Munsell colors glossy (Spectrofotometer measured)<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/munsell-colors-glossy-all-spectrofotometer-measured\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Munsell colors glossy (all) (Spectrofotometer measured)<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n                <\/ul>\n<\/div>\n\n\n<div class=\"links-block\">\n\n            <h3>Other samples<\/h3>\n    \n    <ul class=\"link-list\">\n        \n            \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/agfa-it8-7-2-set\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Agfa IT8.7\/2 set<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/candy-colors\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Candy colors<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/daylight-spectra\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Daylight spectra<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/forest-colors\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Forest colors<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/natural-colors\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Natural colors<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/lumber-spectra\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Lumber spectra<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/paper-spectra\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Paper spectra<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n        \n            <li class=\"link-list-item\">\n                <a href=\"https:\/\/sites.uef.fi\/spectral\/smooth-spectra\/\" class=\"link-reset link hover-scale-down\">\n                    <svg\n        width=\"43\" height=\"25\"\n        viewBox=\"0 0 43 25\"\n        xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n    <path\n        d=\"M30.027 0 43 12.5 30.027 25 27 22.083 34.351 15H0v-5h34.351L27 2.917z\"\n        fill=\"currentColor\"\n        fill-rule=\"evenodd\"\/>\n<\/svg>                    <div>Smooth spectra<\/div>\n                <\/a>\n                <div class=\"link-info\">\n                                    <\/div>\n            <\/li>\n\n                <\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>We have collected here the spectral datasets and spectral images to be used in research purposes. Please use reference &#8220;Computational Spectral Imaging Research Group, University of Eastern Finland, https:\/\/sites.uef.fi\/spectral\/databases-software\/&#8221; if a database on these pages does not specify a publication to cite. We are currently putting more effort to publish well documented imaged and non-imaged [&hellip;]<\/p>\n","protected":false},"author":24,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-156","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Databases &amp; Software - Computational Spectral Imaging<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sites.uef.fi\/spectral\/databases-software\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Databases &amp; Software - Computational Spectral Imaging\" \/>\n<meta property=\"og:description\" content=\"We have collected here the spectral datasets and spectral images to be used in research purposes. Please use reference &#8220;Computational Spectral Imaging Research Group, University of Eastern Finland, https:\/\/sites.uef.fi\/spectral\/databases-software\/&#8221; if a database on these pages does not specify a publication to cite. 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