{"id":19,"date":"2022-02-28T10:12:59","date_gmt":"2022-02-28T10:12:59","guid":{"rendered":"https:\/\/hytech-imaging.fr\/?page_id=19"},"modified":"2025-04-16T18:09:19","modified_gmt":"2025-04-16T18:09:19","slug":"analytics","status":"publish","type":"page","link":"https:\/\/hytech-imaging.fr\/en\/analytics\/","title":{"rendered":"ANALYTICS"},"content":{"rendered":"<div data-colibri-id=\"19-c1\" class=\"style-2425 style-local-19-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"19-c2\" id=\"analytics\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-794 style-local-19-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"19-c3\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-2002 style-local-19-c3 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-2003-outer style-local-19-c4-outer\">\n            <div data-colibri-id=\"19-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2003 style-local-19-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"19-c5\" class=\"h-global-transition-all h-heading style-829 style-local-19-c5 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-829 style-local-19-c5\">\n                    <!---->\n                    <!---->\n                    <h2 class=\"\">ANALYTICS<\/h2>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"19-c6\" class=\"h-text h-text-component style-828 style-local-19-c6 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Hytech-imaging develops original methods for extracting useful information from spectral data (aerial and satellite) in various fields of application<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"19-c7\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-864 style-local-19-c7 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-4 h-col-md-4 h-col-12 style-2027-outer style-local-19-c8-outer\">\n            <div data-colibri-id=\"19-c8\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2027 style-local-19-c8 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"19-c9\" class=\"h-icon style-1953 style-local-19-c9 position-relative h-element\">\n                  <!----><span class=\"h-svg-icon h-icon__icon style-1953-icon style-local-19-c9-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"cog\" viewbox=\"0 0 512 545.5\"><path d=\"M211 80h90l2.5 13 9.5 47.5c15.22 5.984 29.021 14.45 41.5 24.5l46.5-16 12.5-4 6.5 11.5 32 55 6.5 11.5-9.5 8.5-36 31.5c1.337 8.204 3 16.346 3 25s-1.664 16.792-3 25l36 31.5 9.5 8.5-6.5 11.5-32 55-6.5 11.5-12.5-4-46.5-16c-12.475 10.048-26.273 18.515-41.5 24.5l-9.5 47.5-2.5 13h-90l-2.5-13-9.5-47.5c-15.22-5.984-29.021-14.45-41.5-24.5L111 427l-12.5 4-6.5-11.5-32-55-6.5-11.5 9.5-8.5L99 313c-1.337-8.204-3-16.346-3-25s1.663-16.796 3-25l-36-31.5-9.5-8.5 6.5-11.5 32-55 6.5-11.5 12.5 4 46.5 16c12.475-10.048 26.273-18.515 41.5-24.5l9.5-47.5zm26 32l-8 41.5-2 9.5-9 3c-18.21 5.678-34.696 15.282-48.5 28l-7 6.5-9-3-40.5-14L94 216l32 28.5 7.5 6-2.5 9.5c-2.04 9.127-3 18.444-3 28s.96 18.873 3 28l2.5 9.5-7.5 6L94 360l19 32.5 40.5-14 9-3 7 6.5c13.8 12.714 30.303 22.32 48.5 28l9 3 2 9.5 8 41.5h38l8-41.5 2-9.5 9-3c18.21-5.68 34.696-15.282 48.5-28l7-6.5 9 3 40.5 14 19-32.5-32-28.5-7-6 2-9.5c2.043-9.148 3-18.444 3-28s-.96-18.873-3-28l-2.5-9.5 7.5-6 32-28.5-19-32.5-40.5 14-9 3-7-6.5c-13.8-12.714-30.303-22.32-48.5-28l-9-3-2-9.5-8-41.5h-38zm19 96c43.993 0 80 36.007 80 80s-36.007 80-80 80-80-36.007-80-80 36.007-80 80-80zm0 32c-26.7 0-48 21.3-48 48s21.3 48 48 48 48-21.3 48-48-21.3-48-48-48z\"><\/path><\/svg><\/span><\/div>\n                <div\n                  data-colibri-id=\"19-c10\" class=\"h-global-transition-all h-heading style-1954 style-local-19-c10 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-1954 style-local-19-c10\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">Image preprocessing<\/h4>\n                  <\/div>\n              <\/div>\n              <div data-colibri-id=\"19-c11\" class=\"h-text h-text-component style-1955 style-local-19-c11 position-relative h-element\">\n                <!---->\n                <!---->\n                <div class=\"\">\n                  <p>We implement operational chains for the calibration, geometric and atmospheric corrections, and orthorectification of airborne and satellite spectral imagery<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n        <div class=\"h-column h-column-container d-flex h-col-lg-4 h-col-md-4 h-col-12 style-2027-outer style-local-19-c12-outer\">\n          <div data-colibri-id=\"19-c12\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2027 style-local-19-c12 position-relative\">\n            <!---->\n            <!---->\n            <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n              <!---->\n              <div data-colibri-id=\"19-c13\" class=\"h-icon style-1953 style-local-19-c13 position-relative h-element\">\n                <!----><span class=\"h-svg-icon h-icon__icon style-1953-icon style-local-19-c13-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"arrows-v\" viewbox=\"0 0 512 545.5\"><path d=\"M256 65.5l11.5 11 128 128-23 23L272 127v322l100.5-100.5 23 23-128 128-11.5 11-11.5-11-128-128 23-23L240 449V127L139.5 227.5l-23-23 128-128z\"><\/path><\/svg><\/span><\/div>\n              <div\n                data-colibri-id=\"19-c14\" class=\"h-global-transition-all h-heading style-1954 style-local-19-c14 position-relative h-element\">\n                <!---->\n                <div class=\"h-heading__outer style-1954 style-local-19-c14\">\n                  <!---->\n                  <!---->\n                  <h4 class=\"\">Inversion of Radiative Transfer Models<\/h4>\n                <\/div>\n            <\/div>\n            <div data-colibri-id=\"19-c15\" class=\"h-text h-text-component style-1955 style-local-19-c15 position-relative h-element\">\n              <!---->\n              <!---->\n              <div class=\"\">\n                <p>We are developing methods for estimating water column and vegetation parameters by inversion of radiative transfer models<\/p>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div class=\"h-column h-column-container d-flex h-col-lg-4 h-col-md-4 h-col-12 style-2027-outer style-local-19-c16-outer\">\n        <div data-colibri-id=\"19-c16\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2027 style-local-19-c16 position-relative\">\n          <!---->\n          <!---->\n          <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n            <!---->\n            <div data-colibri-id=\"19-c17\" class=\"h-icon style-1953 style-local-19-c17 position-relative h-element\">\n              <!----><span class=\"h-svg-icon h-icon__icon style-1953-icon style-local-19-c17-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"map-o\" viewbox=\"0 0 512 545.5\"><path d=\"M448 103.5v307l-9.5 4-112 48-6 2.5-6-2-122-46-106 45.5-22.5 10v-307l9.5-4 112-48 6-2.5 6 2 122 46 106-45.5zM208 151v238l96 36V187zm-32 1l-80 34.5V424l80-34.5V152zm240 0l-80 34.5V424l80-34.5V152z\"><\/path><\/svg><\/span><\/div>\n            <div\n              data-colibri-id=\"19-c18\" class=\"h-global-transition-all h-heading style-1954 style-local-19-c18 position-relative h-element\">\n              <!---->\n              <div class=\"h-heading__outer style-1954 style-local-19-c18\">\n                <!---->\n                <!---->\n                <h4 class=\"\">Geospatial analysis<\/h4>\n              <\/div>\n          <\/div>\n          <div data-colibri-id=\"19-c19\" class=\"h-text h-text-component style-1955 style-local-19-c19 position-relative h-element\">\n            <!---->\n            <!---->\n            <div class=\"\">\n              <p>We implement original image processing methods based on spectral analysis, classification schemes, Artificial Intelligence (AI), machine learning (ML) approaches<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n    <div class=\"h-column h-column-container d-flex h-col-lg-4 h-col-md-4 h-col-12 style-2027-outer style-local-19-c20-outer\">\n      <div data-colibri-id=\"19-c20\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2027 style-local-19-c20 position-relative\">\n        <!---->\n        <!---->\n        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n          <!---->\n          <div data-colibri-id=\"19-c21\" class=\"h-icon style-1953 style-local-19-c21 position-relative h-element\">\n            <!----><span class=\"h-svg-icon h-icon__icon style-1953-icon style-local-19-c21-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"line-chart\" viewbox=\"0 0 512 545.5\"><path d=\"M435.5 118l25 20-64 80-8 10-11.5-5.5-51.5-25.5-56 84-9.5 14-13.5-10-54.5-41-54.5 41-6 4.5-7.5-2-64-16 8-31 56.5 14 58-43.5 9.5-7 9.5 7 50.5 38 54.5-82 8-11.5 12.5 6 52.5 26.5zM321 325l12.5 18 52 77.5 50-62.5 25 20-64 80-13.5 17-12.5-18-52-77.5-50 62.5-9.5 12-12.5-9-54.5-41-54.5 41-8 5.5-8.5-4-64-32 14-29 55.5 27.5 56-42 9.5-7 9.5 7 51.5 39 54.5-68z\"><\/path><\/svg><\/span><\/div>\n          <div\n            data-colibri-id=\"19-c22\" class=\"h-global-transition-all h-heading style-1954 style-local-19-c22 position-relative h-element\">\n            <!---->\n            <div class=\"h-heading__outer style-1954 style-local-19-c22\">\n              <!---->\n              <!---->\n              <h4 class=\"\">Uncertainty estimation<\/h4>\n            <\/div>\n        <\/div>\n        <div data-colibri-id=\"19-c23\" class=\"h-text h-text-component style-1955 style-local-19-c23 position-relative h-element\">\n          <!---->\n          <!---->\n          <div class=\"\">\n            <p>We qualify the precision and accuracy of information derived from spectral images using internal error propagation modules through the data processing chains<\/p>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div class=\"h-column h-column-container d-flex h-col-lg-4 h-col-md-4 h-col-12 style-2027-outer style-local-19-c24-outer\">\n    <div data-colibri-id=\"19-c24\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-2027 style-local-19-c24 position-relative\">\n      <!---->\n      <!---->\n      <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n        <!---->\n        <div data-colibri-id=\"19-c25\" class=\"h-icon style-1953 style-local-19-c25 position-relative h-element\">\n          <!----><span class=\"h-svg-icon h-icon__icon style-1953-icon style-local-19-c25-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"sliders\" viewbox=\"0 0 512 545.5\"><path d=\"M64 96h32v80h115c6.69-18.492 24.328-32 45-32s38.31 13.508 45 32h147v32H301c-6.69 18.492-24.328 32-45 32s-38.31-13.508-45-32H96v64h227c6.69-18.492 24.328-32 45-32s38.31 13.508 45 32h35v32h-35c-6.69 18.492-24.328 32-45 32s-38.31-13.508-45-32H96v64h35c6.69-18.492 24.328-32 45-32s38.31 13.508 45 32h227v32H221c-6.69 18.492-24.328 32-45 32s-38.31-13.508-45-32H96v80H64V96zm192 80c-9.026 0-16 6.974-16 16s6.974 16 16 16 16-6.974 16-16-6.974-16-16-16zm112 96c-9.026 0-16 6.974-16 16s6.974 16 16 16 16-6.974 16-16-6.974-16-16-16zm-192 96c-9.026 0-16 6.974-16 16s6.974 16 16 16 16-6.974 16-16-6.974-16-16-16z\"><\/path><\/svg><\/span><\/div>\n        <div\n          data-colibri-id=\"19-c26\" class=\"h-global-transition-all h-heading style-1954 style-local-19-c26 position-relative h-element\">\n          <!---->\n          <div class=\"h-heading__outer style-1954 style-local-19-c26\">\n            <!---->\n            <!---->\n            <h4 class=\"\">Simulation<\/h4>\n          <\/div>\n      <\/div>\n      <div data-colibri-id=\"19-c27\" class=\"h-text h-text-component style-1955 style-local-19-c27 position-relative h-element\">\n        <!---->\n        <!---->\n        <div class=\"\">\n          <p>We use direct and inverse simulation to qualify the operating points of future satellite spectral sensors<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>ANALYTICS Hytech-imaging d\u00e9veloppe des m\u00e9thodes originales d\u2019extraction d\u2019information des donn\u00e9es spectrales (a\u00e9riennes et satellitaires) dans diff\u00e9rents domaines d\u2019application Pr\u00e9traitements d&rsquo;images Nous mettons en place des cha\u00eenes op\u00e9rationnelles de calibration, corrections g\u00e9om\u00e9triques, atmosph\u00e9riques, et orthorectification de donn\u00e9es d\u2019imagerie spectrale a\u00e9rienne et satellitaire Inversion de mod\u00e8les de transfert radiatif Nous d\u00e9veloppons des m\u00e9thodes d\u2019estimation de param\u00e8tres par [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"footnotes":""},"class_list":["post-19","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/pages\/19","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/comments?post=19"}],"version-history":[{"count":20,"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/pages\/19\/revisions"}],"predecessor-version":[{"id":8330,"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/pages\/19\/revisions\/8330"}],"wp:attachment":[{"href":"https:\/\/hytech-imaging.fr\/en\/wp-json\/wp\/v2\/media?parent=19"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}