{"id":7483,"date":"2020-02-02T13:54:23","date_gmt":"2020-02-02T12:54:23","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=7483"},"modified":"2022-12-28T08:00:20","modified_gmt":"2022-12-28T07:00:20","slug":"automatic-damage-detection","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/automatic-damage-detection\/","title":{"rendered":"Automatische Schadenserkennung"},"content":{"rendered":"<div data-colibri-id=\"7483-c1\" class=\"style-7280 style-local-7483-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"7483-c2\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7281 style-local-7483-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7483-c3\" class=\"h-row-container gutters-row-lg-3 gutters-row-md-3 gutters-row-0 gutters-row-v-lg-3 gutters-row-v-md-3 gutters-row-v-3 style-7282 style-local-7483-c3 position-relative\">\n        <div class=\"background-wrapper\">\n          <div class=\"background-layer background-layer-media-container-lg\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7483-c3\" media=\"desktop\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Claimbird_abbildung_1-1.png&quot;)\"><\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container-md\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7483-c3\" media=\"tablet\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Claimbird_abbildung_1-1.png&quot;)\"><\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7483-c3\" media=\"mobile\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Claimbird_abbildung_1-1.png&quot;)\"><\/div>\n          <\/div>\n        <\/div>\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-3 gutters-col-md-3 gutters-col-0 gutters-col-v-lg-3 gutters-col-v-md-3 gutters-col-v-3\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7283-outer style-local-7483-c4-outer\">\n            <div data-colibri-id=\"7483-c4\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-3 h-px-md-3 h-px-3 v-inner-lg-3 v-inner-md-3 v-inner-3 style-7283 style-local-7483-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100\">\n                <!---->\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7483-c5\" 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-7284 style-local-7483-c5 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 h-col-md-auto h-col-auto style-7285-outer style-local-7483-c6-outer\">\n            <div data-colibri-id=\"7483-c6\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7285 style-local-7483-c6 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=\"7483-c7\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7286 style-local-7483-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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7287-outer style-local-7483-c8-outer\">\n                      <div data-colibri-id=\"7483-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-7287 style-local-7483-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=\"7483-c9\" class=\"h-text h-text-component style-7288 style-local-7483-c9 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Ausgabe 01\/2020<\/p>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c10\" class=\"h-x-container style-7289 style-local-7483-c10 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-x-container-inner style-dynamic-7483-c10-group style-7289-spacing style-local-7483-c10-spacing\"><span class=\"h-link__outer style-7290-outer style-local-7483-c11-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/L3S-Binaire-7-Magazin_online.pdf\" target=\"_blank\" data-colibri-id=\"7483-c11\" class=\"d-flex w-100 align-items-center h-link style-7290 style-local-7483-c11 position-relative\" rel=\"noopener\"><!----><!----> <span>K\u00fcnstliche Intelligenz<\/span><\/a>\n                              <\/span>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c12\" class=\"style-7291 style-local-7483-c12 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7292-outer style-local-7483-c13-outer\">\n                      <div data-colibri-id=\"7483-c13\" 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-7292 style-local-7483-c13 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=\"7483-c14\" class=\"h-global-transition-all h-heading style-7294 style-local-7483-c14 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-heading__outer style-7294 style-local-7483-c14\">\n                              <!---->\n                              <!---->\n                              <h1 class=\"\">Automatische Schadenserkennung<\/h1>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c15\" class=\"style-7295 style-local-7483-c15 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                          <div data-colibri-id=\"7483-c16\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7296 style-local-7483-c16 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7297-outer style-local-7483-c17-outer\">\n                                <div data-colibri-id=\"7483-c17\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7297 style-local-7483-c17 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=\"7483-c18\" class=\"h-text h-text-component style-7298 style-local-7483-c18 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Auf Deutschlands Stra\u00dfen wird es immer enger. In den letzten zehn Jahren stieg die Anzahl der Neuzulassungen f\u00fcr PKW um \u00fcber 30 Prozent. Mit der Zahl der Verkehrsteilnehmer w\u00e4chst auch die Zahl von Schadensf\u00e4llen, die den Versicherungen gemeldet werden. Ausgebildete Mitarbeiter pr\u00fcfen die Daten und Bilder jedes Falles und entscheiden, ob der Einsatz eines Gutachters n\u00f6tig ist. Die Gutachten kosten mehrere tausend Euro und stellen einen nicht unerheblichen Teil des Umsatzes einer Versicherung dar.&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<\/p>\n                                        <p>Die automatisierte Bildverarbeitung hat das Potential, diese Aufgabe erheblich zu vereinfachen. In den letzten Jahren hat das Forschungsfeld gro\u00dfe Fortschritte erzielt. Grund daf\u00fcr ist der Einsatz sogenannter Deep-Learning-Systeme, die auf Basis von Daten abstrakte Repr\u00e4sentationen lernen, um verschiedenste Aufgaben zu l\u00f6sen. Am L3S und am Institut f\u00fcr Informationsverarbeitung forscht Prof. Dr. Bodo Rosenhahn mit seinem Team an neuen Verfahren zur automatisierten Bildanalyse. Sie sollen zum Einsatz kommen, um Objekte und deren Eigenschaften in Bildern zu erkennen - so auch Sch\u00e4den an PKW-Bauteilen.<\/p>\n                                        <p class=\"translation-block\">Gemeinsam mit dem <a href=\"https:\/\/claimbuddy.de\" target=\"_blank\" rel=\"nofollow noopener\" class=\"customize-unpreviewable\">Startup ClaimBuddy<\/a>, einer Ausgr\u00fcndung der Leibniz Universit\u00e4t Hannover auf dem Gebiet des digitalen Schadenmanagements, arbeiten Prof. Rosenhahn und Frederik Schubert in einem F\u00f6rderprojekt daran, die Anforderungen an eine automatisierte Schadenserkennung zu erf\u00fcllen. Dazu z\u00e4hlt der Aufbau eines Datensatzes, um ein Deep-Learning-System zu trainieren, das die Versicherungen bei der Analyse und Bewertung der Schadensf\u00e4lle unterst\u00fctzen kann. F\u00fcr Versicherer bietet sich so die M\u00f6glichkeit einer kostensparenden und zeiteffizienten Regulierung, insbesondere von Kleinsch\u00e4den.<\/p>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7483-c19\" class=\"h-text h-text-component style-11709 style-local-7483-c19 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Abbildung 1<\/p>\n                                        <p>Beschreibung: Schadenserkennung<\/p>\n                                        <p>Quelle:\n                                          <a href=\"https:\/\/github.com\/neokt\/car-damage-detective\" target=\"_blank\" rel=\"nofollow noopener\" class=\"customize-unpreviewable\" style=\"color: rgb(0, 79, 137);\">Car Damage Detective Dataset<\/a>\n                                        <\/p>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"7483-c20\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7302 style-local-7483-c20 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7483-c21\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7303 style-local-7483-c21 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7304-outer style-local-7483-c22-outer\">\n            <div data-colibri-id=\"7483-c22\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7304 style-local-7483-c22 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=\"7483-c23\" class=\"h-divider style-7305 style-local-7483-c23 position-relative h-element\">\n                  <!----><span class=\"h-divider__line style-7305-line style-local-7483-c23-line style-7305-line style-local-7483-c23-line\"><\/span><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7483-c24\" 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-7306 style-local-7483-c24 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-7307-outer style-local-7483-c25-outer\">\n            <div data-colibri-id=\"7483-c25\" 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-7307 style-local-7483-c25 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=\"7483-c26\" class=\"h-global-transition-all h-heading style-7308 style-local-7483-c26 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7308 style-local-7483-c26\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7483-c27\" class=\"d-block style-7309 style-local-7483-c27 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img decoding=\"async\" width=\"1213\" height=\"450\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2.png\" class=\"wp-image-7489 style-7309-image style-local-7483-c27-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2.png 1213w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2-300x111.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2-1024x380.png 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2-768x285.png 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/cropped-cropped-logo-farbe-2-18x7.png 18w\" data-sizes=\"(max-width: 1213px) 100vw, 1213px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1213px; --smush-placeholder-aspect-ratio: 1213\/450;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7309-frameImage style-local-7483-c27-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7311-outer style-local-7483-c28-outer\">\n            <div data-colibri-id=\"7483-c28\" 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-7311 style-local-7483-c28 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=\"7483-c29\" class=\"h-global-transition-all h-heading style-7308 style-local-7483-c29 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7308 style-local-7483-c29\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Kontakt<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7483-c30\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7312 style-local-7483-c30 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7313-outer style-local-7483-c31-outer\">\n                      <div data-colibri-id=\"7483-c31\" 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-7313 style-local-7483-c31 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=\"7483-c32\" class=\"d-block style-7314 style-local-7483-c32 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n                              <div class=\"h-image__frame-container\">\n                                <!---->\n                                <!---->\n                                <img decoding=\"async\" width=\"600\" height=\"600\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/frederik.jpg\" class=\"wp-image-7487 style-7314-image style-local-7483-c32-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/frederik.jpg 600w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/frederik-300x300.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/frederik-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/frederik-12x12.jpg 12w\" data-sizes=\"(max-width: 600px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/600;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7314-frameImage style-local-7483-c32-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c33\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7315 style-local-7483-c33 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7316-outer style-local-7483-c34-outer\">\n                                <div data-colibri-id=\"7483-c34\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7316 style-local-7483-c34 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=\"7483-c35\" class=\"h-global-transition-all h-heading style-7308 style-local-7483-c35 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7308 style-local-7483-c35\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Frederik Schubert<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7483-c36\" class=\"h-x-container style-7318 style-local-7483-c36 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7483-c36-group style-7318-spacing style-local-7483-c36-spacing\"><span class=\"h-link__outer style-7319-outer style-local-7483-c37-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:schubert@tnt.uni-hannover.de\"  data-colibri-id=\"7483-c37\" class=\"d-flex w-100 align-items-center h-link style-7319 style-local-7483-c37 position-relative\"><!----><!----> <span>schubert@tnt.uni-hannover.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c38\" class=\"h-text h-text-component style-7320 style-local-7483-c38 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Frederik Schubert ist wissenschaftlicher Mitarbeiter am L3S und am Institut f\u00fcr Informationsverarbeitung. Er besch\u00e4ftigt sich mit Reinforcement-Learning und der automatischen Szenenanalyse.<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7321-outer style-local-7483-c39-outer\">\n                      <div data-colibri-id=\"7483-c39\" 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-7321 style-local-7483-c39 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=\"7483-c40\" class=\"d-block style-7322 style-local-7483-c40 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n                              <div class=\"h-image__frame-container\">\n                                <!---->\n                                <!---->\n                                <img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Rosenhahn-Bodo.jpg\" class=\"wp-image-1672 style-7322-image style-local-7483-c40-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Rosenhahn-Bodo.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Rosenhahn-Bodo-12x12.jpg 12w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7322-frameImage style-local-7483-c40-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c41\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7323 style-local-7483-c41 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7324-outer style-local-7483-c42-outer\">\n                                <div data-colibri-id=\"7483-c42\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7324 style-local-7483-c42 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=\"7483-c43\" class=\"h-global-transition-all h-heading style-7308 style-local-7483-c43 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7308 style-local-7483-c43\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Prof. Dr.-Ing. Bodo Rosenhahn<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7483-c44\" class=\"h-x-container style-7325 style-local-7483-c44 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7483-c44-group style-7325-spacing style-local-7483-c44-spacing\"><span class=\"h-link__outer style-7319-outer style-local-7483-c45-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:rosenhahn@l3s.de\"  data-colibri-id=\"7483-c45\" class=\"d-flex w-100 align-items-center h-link style-7319 style-local-7483-c45 position-relative\"><!----><!----> <span>rosenhahn@l3s.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c46\" class=\"h-text h-text-component style-7320 style-local-7483-c46 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Bodo Rosenhahn ist Direktor des L3S und leitet das Institut f\u00fcr Informationsverarbeitung. Er forscht auf den Gebieten Computer Vision und Big Data.<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7321-outer style-local-7483-c47-outer\">\n                      <div data-colibri-id=\"7483-c47\" 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-7321 style-local-7483-c47 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=\"7483-c48\" class=\"d-block style-7322 style-local-7483-c48 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n                              <div class=\"h-image__frame-container\">\n                                <!---->\n                                <!---->\n                                <img decoding=\"async\" width=\"300\" height=\"300\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/5fajh_2.jpeg\" class=\"wp-image-7488 style-7322-image style-local-7483-c48-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/5fajh_2.jpeg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/5fajh_2-150x150.jpeg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/5fajh_2-12x12.jpeg 12w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/300;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7322-frameImage style-local-7483-c48-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c49\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7323 style-local-7483-c49 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-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7324-outer style-local-7483-c50-outer\">\n                                <div data-colibri-id=\"7483-c50\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7324 style-local-7483-c50 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=\"7483-c51\" class=\"h-global-transition-all h-heading style-7308 style-local-7483-c51 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7308 style-local-7483-c51\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Amin Khoshandam<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7483-c52\" class=\"h-x-container style-7325 style-local-7483-c52 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7483-c52-group style-7325-spacing style-local-7483-c52-spacing\"><span class=\"h-link__outer style-7319-outer style-local-7483-c53-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:amin.khoshandam@claimbuddy.de\"  data-colibri-id=\"7483-c53\" class=\"d-flex w-100 align-items-center h-link style-7319 style-local-7483-c53 position-relative\"><!----><!----> <span>amin.khoshandam@claimbuddy.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7483-c54\" class=\"h-text h-text-component style-7320 style-local-7483-c54 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Amin Khoshandam ist Technischer Direktor bei ClaimBuddy.<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\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>Issue: 01\/2020 K\u00fcnstliche Intelligenz Automatic damage detection The roads in Germany are getting crowded. In the last ten years, the number of new car registrations has risen by over 30 percent. As the number of road users increases, so does the number of claims reported to insurance companies. Trained employees check the data and images [&hellip;]<\/p>","protected":false},"author":7,"featured_media":7484,"parent":2750,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[28,83],"class_list":["post-7483","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2020-01"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-05 03:39:39","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7483","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=7483"}],"version-history":[{"count":0,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7483\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/7484"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=7483"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=7483"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=7483"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}