{"id":734,"date":"2020-07-07T15:35:27","date_gmt":"2020-07-07T13:35:27","guid":{"rendered":"https:\/\/websites.fraunhofer.de\/stec\/?post_type=projects&#038;p=734"},"modified":"2023-09-22T09:32:37","modified_gmt":"2023-09-22T07:32:37","slug":"optimale-trainingsdatenerzeugung-zur-automatischen-digitalisierung-von-3d-laserscannerdaten","status":"publish","type":"projects","link":"https:\/\/s-tec.de\/en\/projects\/optimale-trainingsdatenerzeugung-zur-automatischen-digitalisierung-von-3d-laserscannerdaten\/","title":{"rendered":"Optimale Trainingsdaten&shy;erzeugung zur Digitalisierung von 3D-Laserscannerdaten"},"content":{"rendered":"\n\n<div class=\"wp-block-group MainContent MainContent--page\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-v4core-inner-blocks MainContent-left\">\n<div class=\"wp-block-v4core-layout undefined alignwideu002du002dleft alignwide--left\"><div class=\"\">\n<div class=\"wp-block-v4core-slider Slider swiper-container\"><div class=\"swiper-wrapper\"><\/div><div class=\"swiper-buttons Content\"><div class=\"swiper-button swiper-button-prev\"><\/div><div class=\"swiper-button swiper-button-next\"><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Objekterkennung: automatisiert und selbstlernend<\/h4>\n\n\n\n<p>Ziel des gemeinsamen Exploring Projects der Firmen Quatriga und FARO war die Erzeugung spezifischer KI-Trainingsdaten. Durch das Erstellen einer selbstlernenden Objektbibliothek konnte die automatisierte Objekterkennung in gro\u00dfen Punktwolken zur Erfassung vollst\u00e4ndiger Szenen vorangetrieben werden.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Br\u00fccke schlagen zwischen realer und digitaler Welt<\/h4>\n\n\n\n<p>Bei der automatisierten Objekterkennung in gro\u00dfen Punktwolken zur Erfassung einer vollst\u00e4ndigen Szene geht es letztlich darum, die reale Welt automatisiert in die digitale Welt zu \u00fcberf\u00fchren, um anschlie\u00dfend die Vorteile einer digitalen Planung zu nutzen. Zur Nutzung von <a href=\"https:\/\/s-tec.de\/themenfelder\/kuenstliche-intelligenz-quanten-computing\/\" target=\"_blank\" rel=\"noreferrer noopener\">KI-Verfahren<\/a> bedarf es aber h\u00e4ufig einer sehr speziellen Datenbasis, um eine gute Ergebnisqualit\u00e4t zu erreichen. Aus diesem Grund soll mit dem Projekt spezifisches Training erm\u00f6glicht werden und eine selbstlernende Objektbibliothek f\u00fcr Kund*innen erstellt werden. Das Ergebnis soll intuitiv und niederschwellig sein, d.h. ohne Fachwissen \u00fcber spezifische KI-Methoden nutzbar sein.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektablauf<\/h4>\n\n\n\n<p>Im Rahmen des Exploring Projekts wurde die automatisierte Objekterkennung anhand unterschiedlicher Objekte exemplarisch in der ARENA2036 mit KI-Verfahren evaluiert. Dabei lag der Fokus auf der Erweiterbarkeit und variierender Datenbasis. Im Zuge des Projekts entstand ein Gesamtkonzept mit erster Umsetzung, angepasst auf die Laserscannerdaten der FARO Sensoren und entworfen f\u00fcr die bestehende WebShare-Plattform der Fa. FARO.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektbeteiligte<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quatriga GmbH<\/li>\n\n\n\n<li>FARO Europe GmbH &amp; Co. KG<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-v4core-inner-blocks MainContent-right\">\n<div class=\"wp-block-v4core-layout undefined alignwideu002du002dright alignwide--right\"><div class=\"\"><div class='Sidebar'>\n\n<div class=\"wp-block-v4core-sidebar-item--contact Sidebar-item\">\n<p class=\"Sidebar-item-title h6\">Ihr Kontakt<\/p>\n\n\n\t\t\t<div class=\"Sidebar-item-content Sidebar-item-content--contact\">\r\n\t\t\t                <p>\r\n\t\t\t\t\t                        <span class=\"Sidebar-item-subtitle Sidebar-item-subtitle--contact\">Christian Jauch<\/span><br>\r\n\t\t\t\t\t\t                        <span>Phone +49 711 970-1816<\/span><br>\r\n\t\t\t\t\t\t                        <span><a href=\"mailto:christian.jauch@ipa.fraunhofer.de\">Send email<\/a><\/span><br><br>\r\n\t\t\t\t\t\t                <\/p>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\n\n<\/div>\n\n\n<p><\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Gef\u00f6rdert durch<\/h2>\n\n\n\n<div class=\"wp-block-v4core-logowall LogoWall-wrapper is-style-large\"><div class=\"LogoWall\">\n<div class=\"wp-block-v4core-logowall-item LogoWall-item\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1660\" height=\"575\" src=\"https:\/\/s-tec.de\/wp-content\/uploads\/2020\/08\/BW_Ministerium_MWAW.png\" alt=\"BW_Ministerium_MWAW\" class=\"wp-image-1482\"\/><\/figure>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Weitere Projekte<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n    \n    \n<div id=\"v4core-post-list--1\" class=\"PostList PostList--projects PostList--slider\">\n\n    \n        <article class=\"PostList-no-results\">\n    <div class=\"PostList-item-link-content\">\n        <p class=\"PostList-item-link-content-title\">\n            <span class=\"PostList-item-link-content-category h6 has-magenta-color\">Keine Ergebnisse gefunden<\/span><br>\n            Versuchen Sie die Filterung anzupassen\n        <\/p>\n    <\/div>\n<\/article>\n\n                <div class=\"swiper-container\">\n            \n            <div class=\"PostList-posts PostList-posts--projects swiper-wrapper\">\n                \n    \n    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-732  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"732\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/neurocad-intelligentes-cad-bauteile-assessment\/\" title=\"NeuroCAD: Intelligentes CAD-Bauteile-Assessment\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/projekt-NeuroCAD.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">NeuroCAD: Intelligentes CAD-Bauteile-Assessment<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-734  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-centre-1082 swiper-slide\"\n        data-post=\"734\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/optimale-trainingsdatenerzeugung-zur-automatischen-digitalisierung-von-3d-laserscannerdaten\/\" title=\"Optimale Trainingsdaten&shy;erzeugung zur Digitalisierung von 3D-Laserscannerdaten\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2023\/09\/CCI-3.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Optimale Trainingsdaten&shy;erzeugung zur Digitalisierung von 3D-Laserscannerdaten<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-737  taxonomy-category-9 taxonomy-category-6 taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"737\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/ki-basierte-objektlageschaetzung-greifen-von-objekten-in-nicht-definierter-lage-mit-robotern\/\" title=\"KI-basierte Objektlage&shy;sch\u00e4tzung: Greifen von Objekten nicht definierter Lage\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/Depalettierung_Robomotion_2018-e1595493895415.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Demonstrator, Exploring Project, Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">KI-basierte Objektlage&shy;sch\u00e4tzung: Greifen von Objekten nicht definierter Lage<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-741  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"741\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/automatische-optische-inspektion-mit-maschinellem-lernen\/\" title=\"Automatische optische Inspektion mit Maschinellem Lernen\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/MG_5681-ki-bearbeitet_Fraunhofer-IPA_Rainer-Bez_CCI-e1594996300144.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Automatische optische Inspektion mit Maschinellem Lernen<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-742  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"742\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/balluff-machine-learning-fuer-smarte-sensoren-ml4ss\/\" title=\"Machine Learning f\u00fcr smarte Sensoren (ML4SS)\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/montagelinie-balluff.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Machine Learning f\u00fcr smarte Sensoren (ML4SS)<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-744  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-centre-1082 swiper-slide\"\n        data-post=\"744\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/steigerung-der-absolutgenauigkeit-von-industrierobotern\/\" title=\"Steigerung der Absolutgenauigkeit von Industrierobotern\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/roboter-laser-1-e1594213490333.jpeg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Steigerung der Absolutgenauigkeit von Industrierobotern<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-750  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"750\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/bestkombination-von-bauteilen-mit-genetischen-algorithmen\/\" title=\"Bestkombination von Bauteilen mit genetischen Algorithmen\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Bestkombination von Bauteilen mit genetischen Algorithmen<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-758  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"758\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/frueherkennung-von-anomalien-im-end-of-line-test-von-fertiggeraeten-von-andreas-stihl-ag-co-kg\/\" title=\"Fr\u00fcherkennung von Anomalien im End-of-Line-Test von Fertigger\u00e4ten\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/fr\u00fcherkennung-von-anomalien-ger\u00e4tepr\u00fcfung.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Fr\u00fcherkennung von Anomalien im End-of-Line-Test von Fertigger\u00e4ten<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-1042  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-26 post_type-centre-1082 swiper-slide\"\n        data-post=\"1042\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/ai-brain-einsatz-intelligenter-lernverfahren-fuer-professionelle-autonome-reinigungsroboter\/\" title=\"AI Brain: Einsatz intelligenter Lernverfahren f\u00fcr professionelle autonome Reinigungsroboter\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/07\/schmutzerkennung-e1594979500314.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">AI Brain: Einsatz intelligenter Lernverfahren f\u00fcr professionelle autonome Reinigungsroboter<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-2546  taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-centre-1082 swiper-slide\"\n        data-post=\"2546\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/bos-cam-gefahrguterkennung\/\" title=\"BOS Cam Gefahrgut&shy;erkennung\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2020\/11\/Feuerwehrmann-mit-Kamera.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">BOS Cam Gefahrgut&shy;erkennung<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-1054  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"1054\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/condition-monitoring-system-zur-erkennung-von-prozessanomalien\/\" title=\"Condition-Monitoring-System zur Erkennung von Prozess&shy;anomalien\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2023\/09\/CCI-Machine-Learning.jpg);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Condition-Monitoring-System zur Erkennung von Prozess&shy;anomalien<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-1055  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-centre-1082 swiper-slide\"\n        data-post=\"1055\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/s-tec.de\/en\/projects\/detektion-von-oberflaechenfehlern-auf-membranfedern\/\" title=\"Detektion von Oberfl\u00e4chen&shy;fehlern auf Membranfedern\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/s-tec.de\/wp-content\/uploads\/2023\/09\/CCI-2.png);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Detektion von Oberfl\u00e4chen&shy;fehlern auf Membranfedern<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>            <\/div>\n\n                    <\/div>\n        \n        <div class=\"PostList-meta\">\n\n                            <div class=\"wp-block-buttons\">\n                    <div class=\"wp-block-button\">\n                        <a class=\"wp-block-button__link has-text-color has-background has-gradient-background-color has-black-color\"\n                           href=\"https:\/\/s-tec.de\/projekte\/\">Alle Projekte<\/a>\n                    <\/div>\n                <\/div>\n            \n                            <div class=\"swiper-buttons\">\n                    <div class=\"swiper-button swiper-button-prev\"><\/div>\n                    <div class=\"swiper-button swiper-button-next\"><\/div>\n                <\/div>\n            \n        <\/div>\n\n        \n<\/div><\/div><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Gef\u00f6rdert durch<\/p>\n","protected":false},"featured_media":7254,"template":"","categories":[6],"subject-area":[],"class_list":["post-734","projects","type-projects","status-publish","has-post-thumbnail","hentry","category-exploring-project"],"acf":[],"_links":{"self":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/projects\/734","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/types\/projects"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/media\/7254"}],"wp:attachment":[{"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/media?parent=734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/categories?post=734"},{"taxonomy":"subject-area","embeddable":true,"href":"https:\/\/s-tec.de\/en\/wp-json\/wp\/v2\/subject-area?post=734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}