[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"btz8hO-MXSFLpybqvfjYVBre4OvrEJO1wFySe3Zmv-s":3,"9_t0YFtO844PW3-iCfPxRTbw8yv0-2zzu2bChZFenjo":39,"AdefM3LmP93r7D0vaa-JkcWAPqfE6XwRbHsyctyg_5o":75,"E0bn0KuizuZPm-BIBE_SNjl-xidvw84U1zyfjISFSj0":189,"_apollo:default":231},{"menu":4},{"__typename":5,"id":6,"name":7,"items":8},"Menu","footer","Fußzeile",[9,24,29,34],{"__typename":10,"id":11,"title":12,"description":13,"url":14,"langcode":15,"internal":20,"expanded":21,"attributes":22},"MenuItem","e2873307-b50a-4aab-b6b2-1950fd99c72e","Impressum",null,"/impressum",{"__typename":16,"id":17,"name":18,"direction":19},"Language","de","German","ltr",true,false,{"__typename":23,"class":13},"MenuItemAttributes",{"__typename":10,"id":25,"title":26,"description":13,"url":27,"langcode":15,"internal":20,"expanded":21,"attributes":28},"2cd9b7c9-142a-4ea3-b898-a0952c54a195","Datenschutz","/datenschutz",{"__typename":23,"class":13},{"__typename":10,"id":30,"title":31,"description":13,"url":32,"langcode":15,"internal":20,"expanded":21,"attributes":33},"a5effba3-5a8c-4125-8d78-0cdba09824db","AGB","/agb",{"__typename":23,"class":13},{"__typename":10,"id":35,"title":36,"description":13,"url":37,"langcode":15,"internal":21,"expanded":21,"attributes":38},"114bf071-bdbb-44cf-85c1-69e9d9e0777d","Newsletter","https://liechtenecker.at/newsletter-subscribe",{"__typename":23,"class":13},{"menu":40},{"__typename":5,"id":41,"name":42,"items":43},"nuxt-main-menu","Nuxt Hauptmenü",[44,50,55,60,65,70],{"__typename":10,"id":45,"title":46,"description":13,"url":47,"langcode":48,"internal":20,"expanded":21,"attributes":49},"9ffc5019-cbd8-4b2e-8eb7-9feae486d4a1","Blog","/know-how",{"__typename":16,"id":17,"name":18,"direction":19},{"__typename":23,"class":13},{"__typename":10,"id":51,"title":52,"description":13,"url":53,"langcode":48,"internal":20,"expanded":21,"attributes":54},"1c7a5430-8a42-4b24-9544-252adabc2f4c","Projekte","/projekte",{"__typename":23,"class":13},{"__typename":10,"id":56,"title":57,"description":13,"url":58,"langcode":48,"internal":20,"expanded":21,"attributes":59},"9c4feedc-79e4-4fbf-b68c-065f33ebfe4c","Sparring","/workshop-ux-sparring-fuer-unternehmen",{"__typename":23,"class":13},{"__typename":10,"id":61,"title":62,"description":13,"url":63,"langcode":48,"internal":20,"expanded":21,"attributes":64},"3b77a27b-272a-489f-843e-53e23ed07741","Trainings","/liechtenecker-ux-academy",{"__typename":23,"class":13},{"__typename":10,"id":66,"title":67,"description":13,"url":68,"langcode":48,"internal":20,"expanded":21,"attributes":69},"ce0bb82b-e1ee-4036-be95-f693a62e9f4a","Über uns","/about",{"__typename":23,"class":13},{"__typename":10,"id":71,"title":72,"description":13,"url":73,"langcode":48,"internal":20,"expanded":21,"attributes":74},"04a19381-81a9-4694-8653-182d8855d2b5","Kontakt","/kontakt",{"__typename":23,"class":13},{"route":76},{"__typename":77,"entity":78},"RouteInternal",{"__typename":79,"id":80,"title":81,"changed":82,"created":88,"langcode":91,"path":92,"promote":21,"status":20,"sticky":21,"metatag":93,"postCategory":113,"postContentElements":13,"evergreen":13,"tags":138,"postWpBody":156,"wpHeaderImage":13,"wpHeaderImageOld":159,"wpHeaderImageOldSmall":171,"wpOgImage":13,"wpPromotedTeaserImage":13,"wpShareDescription":13,"wpShareTitle":13,"wpTeaserText":13,"wpYoastHead":182,"author":183},"NodeWpPost","856","Wir lernen Computern das Sehen... und das Assimilieren!?",{"__typename":83,"timestamp":84,"timezone":85,"offset":86,"time":87},"DateTime",1554795636,"UTC","+00:00","2019-04-09T07:40:36+00:00",{"__typename":83,"timestamp":89,"timezone":85,"offset":86,"time":90},1501238157,"2017-07-28T10:35:57+00:00",{"__typename":16,"id":17,"name":18,"direction":19},"/blog/wir-lernen-computern-das-sehen-und-assimilieren",[94,101,108],{"__typename":95,"tag":96,"attributes":97},"MetaTagValue","meta",{"__typename":98,"name":99,"content":100},"MetaTagValueAttributes","title","Wir lernen Computern das Sehen... und das Assimilieren!? | Liechtenecker UX Design Studio",{"__typename":102,"tag":103,"attributes":104},"MetaTagLink","link",{"__typename":105,"href":106,"hreflang":13,"rel":107,"media":13,"sizes":13,"type":13},"MetaTagLinkAttributes","http://liechtenecker-cms.liechtenecker-cms.svc.cluster.local/blog/wir-lernen-computern-das-sehen-und-assimilieren","canonical",{"__typename":109,"tag":96,"attributes":110},"MetaTagProperty",{"__typename":111,"property":112,"content":81},"MetaTagPropertyAttributes","og:title",{"__typename":114,"id":115,"name":116,"path":117,"status":20,"weight":118,"description":119,"langcode":123,"changed":124,"metatag":127},"TermCategories","7","Technologie","/kategorie/technologie",0,{"__typename":120,"processed":121,"format":122},"Text","Development Themen sowie zukünftige Technologien, mit denen wir uns auseinandersetzen. ","wp_html",{"__typename":16,"id":17,"name":18,"direction":19},{"__typename":83,"timestamp":125,"timezone":85,"offset":86,"time":126},1713772777,"2024-04-22T07:59:37+00:00",[128,131,135],{"__typename":95,"tag":96,"attributes":129},{"__typename":98,"name":99,"content":130},"Technologie | Liechtenecker UX Design Studio",{"__typename":95,"tag":96,"attributes":132},{"__typename":98,"name":133,"content":134},"description","Development Themen sowie zukünftige Technologien, mit denen wir uns auseinandersetzen.",{"__typename":102,"tag":103,"attributes":136},{"__typename":105,"href":137,"hreflang":13,"rel":107,"media":13,"sizes":13,"type":13},"http://liechtenecker-cms.liechtenecker-cms.svc.cluster.local/kategorie/technologie",[139,144,148,152],{"__typename":140,"id":141,"name":142,"path":143,"weight":118},"TermTags","109","Artificial Intelligence","/tag/artificial-intelligence",{"__typename":140,"id":145,"name":146,"path":147,"weight":118},"253","computer","/tag/computer",{"__typename":140,"id":149,"name":150,"path":151,"weight":118},"1092","robots","/tag/robots",{"__typename":140,"id":153,"name":154,"path":155,"weight":118},"1450","vision","/tag/vision",{"__typename":157,"processed":158,"format":122,"summary":13},"TextSummary","\u003Cdiv class=\"grid-wrapper\">\n    \u003Cdiv class=\"row\">\n        \u003Cdiv class=\"default-left col-xsmall-12 col-medium-6 col-medium-offset-2 col-large-6 col-large-offset-3 \">\n            \n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Heutzutage übernehmen Computer in der Arbeitswelt immer mehr Aufgaben, die früher Menschen machten. Maja hat euch bereits \u003Ca href=\"/automatisch-besser-arbeit-im-zeitalter-der-automatisierung/\" target=\"_blank\" rel=\"noopener noreferrer\">erzählt\u003C/a> wie sich die \u003C/span>\u003Cspan style=\"font-weight: 400;\">Digitale Transformation auf unsere Gesellschaft auswirken kann\u003C/span>\u003Cspan style=\"font-weight: 400;\">, heute stellen wir uns die Frage: Wird der Mensch bald gänzlich überflüssig oder noch schlimmer, werden Roboter uns gar assimilieren?\u003C/span>\u003C/p>\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Um dem genauer auf den Grund zu gehen, beschäftigen wir uns heute im Speziellen mit Computer Vision. Was ist Computer Vision? Hilft oder schadet sie uns?\u003C/span>\u003C/p>\n\u003Cp>Das maschinelle Sehen entwickelte sich ursprünglich als Teilgebiet der Künstlichen Intelligenz, die Entwicklung zahlreicher KI-Methoden wurde von visuellen Problemstellungen motiviert. Ein Teilgebiet der Computer Vision ist die Mustererkennung, die sich allgemein mit dem Auffinden von Mustern in Daten und Signalen beschäftigt. Typische Beispiele aus diesem Bereich sind etwa die Unterscheidung von Texturen oder die optische Zeichenerkennung. Den Begriff “Computer Vision” gibt es an sich zwar schon länger, aber die meisten haben davon noch nichts gehört, da es, sobald ein Teil davon erfolgreich wird meist umbenannt wird: in QR Code Scanner, Barcode Scanner, Augmented Reality, Virtual Reality, Image Search, Videostabilisierung oder Gesichtserkennung.\u003Cbr>\nAll das basiert auf Machine Learning, Geometrie und angewandter Mathematik. \u003Cspan style=\"font-weight: 400;\">CV ist Maschinelles Sehen, Bildverstehen und Mustererkennung. Es wird versucht aus realen Bildern die Bedeutung und Zusammenhänge herauszufiltern, um damit zum Beispiel 3D Modelle generieren zu können. Anders gesagt beschäftigt sich Computer Vision mit dem Problem, Sehvorgänge maschinell erfassbar zu machen.\u003C/span>\u003C/p>\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Dazu gehört die räumliche Erfassung von Gegenständen und Szenen, das Erkennen von Objekten, die Interpretation von Bewegungen, autonome Navigation oder das mechanische Aufgreifen von Dingen.\u003C/span>\u003C/p>\n\u003Ch3>\u003Cb>Alles nur Zahlen?\u003C/b>\u003C/h3>\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Für den Computer besteht ein Foto aus Zahlen, diese zusammengesetzt ergeben Farben. Rot, Grün & Blau. Ein einzelner Pixel bedeutet nichts für den Rechner, denn erst muss er eine Vielzahl dieser in ihrer Gesamtheit interpretieren.\u003C/span>\u003C/p>\n\u003Cp>Für diesen Vorgang gibt es diese drei Ansätze:\u003C/p>\n\u003Cul>\n\u003Cli style=\"font-weight: 400;\">\u003Cspan style=\"font-weight: 400;\">Recognition: Der Computer erkennt ein Objekt. Ein gutes Beispiel für diesen Vorgang sind \u003C/span>\u003Cspan style=\"font-weight: 400;\">Pflanzenbestimmungs-Apps wie \u003Cem>PlantNet\u003C/em>\u003C/span>\u003C/li>\n\u003Cli style=\"font-weight: 400;\">\u003Cspan style=\"font-weight: 400;\">Reconstruction: Ist die Variante bei der ein Objekt dreidimensional rekonstruieren wird. Google’s Street View Autos zum Beispiel nehmen nur zweidimensionale Fotos auf, aber wenn sie der Computer gewissen Algorithmen unterzieht kann er 3D-Welten daraus generieren. Beispiel: \u003C/span>\u003Cspan style=\"font-weight: 400;\">Das neue \u003Ca href=\"https://earth.google.com/web/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Earth\u003C/a>\u003C/span>\u003C/li>\n\u003Cli style=\"font-weight: 400;\">\u003Cspan style=\"font-weight: 400;\">Reorganization: Traditionell werden Computer mit einer massiven Ladung an Fotos bzw. Daten gefüttert, um später Ähnlichkeiten abgleichen zu können. Der Computer lernt selbstständig ohne genaue Eingaben.\u003C/span>\u003C/li>\n\u003C/ul>\n\u003Ch3>\u003Cspan style=\"font-weight: 400;\">\u003Cdiv alt=\"beitragsbild\" data-entity-type=\"media\" data-entity-uuid=\"0601afc7-84ff-4f35-84ed-2ff1cd19c29f\" data-langcode=\"de\" class=\"embedded-entity\">\u003Cdiv>\n  \n  \n  \u003Cdiv>\n    \u003Cdiv class=\"visually-hidden\">Bild\u003C/div>\n              \u003Cdiv>    \u003Cpicture>\n                  \u003Csource srcset=\"/sites/default/files/styles/image_width_medium/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=N2Hy3cbU 1x, /sites/default/files/styles/image_width_medium_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=qaFHsQYW 2x\" media=\"all and (min-width: 1024px) and (max-width: 1439px)\" type=\"image/webp\" width=\"960\" height=\"540\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_small/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=_lmivw0S 1x, /sites/default/files/styles/image_width_small_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=7v9ApgWI 2x\" media=\"all and (min-width: 745px) and (max-width: 1023px)\" type=\"image/webp\" width=\"960\" height=\"540\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_xsmall/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=_796lIU2 1x, /sites/default/files/styles/image_width_xsmall_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=6CViaKvZ 2x\" media=\"all and (min-width: 480px) and (max-width: 744px)\" type=\"image/webp\" width=\"745\" height=\"419\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_xxsmall/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=3tcdaVxH 1x, /sites/default/files/styles/image_width_xxsmall_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=7cBKCEE- 2x\" media=\"all and (max-width: 479px)\" type=\"image/webp\" width=\"480\" height=\"270\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_large/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=xlLzIFTp 1x, /sites/default/files/styles/image_width_large_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.webp?itok=GqbVs8lf 2x\" type=\"image/webp\" width=\"960\" height=\"540\">\n                  \u003Cimg loading=\"lazy\" width=\"960\" height=\"540\" src=\"/sites/default/files/styles/image_width_large_x2/public/wp-migration/wordpress-media-image/2017/07/beitragsbildv2-1.png.jpg?itok=GqbVs8lf\" alt=\"beitragsbild\" title=\"beitragsbildv2\">\n\n  \u003C/picture>\n\n\u003C/div>\n          \u003C/div>\n\n\u003C/div>\n\u003C/div>\n\u003Cb>Google’s AI Experiment\u003C/b>\u003C/span>\u003C/h3>\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Das händische Zeichnen am Computer oder am Smartphone funktioniert meist nur langsam und schwierig. Die Kunstwerke, die dabei entstehen sehen aus wie das Werk eines Kleinkindes, dem vor lauter Energie die Linien durchgegangen sind.\u003C/span>\u003C/p>\n\u003Cp>Derzeit gibt es viele neue Tools die Machine Learning mit Zeichnungen kombinieren. Ende April ’17 hat Google ein \u003Ca href=\"https://www.blog.google/topics/machine-learning/fast-drawing-everyone/\" target=\"_blank\" rel=\"noopener noreferrer\">AI Experiment\u003C/a> veröffentlicht, das unsere misslungenen Liniengewurstel in geradlinige Cliparts verwandeln kann. AutoDraw – wie das browserbasiertes Tool benannt wurde – basiert auf Machine Learing und hat das Ziel, zu erraten, was der Nutzer malt. Es liefert laufend Vorschläge, was man mit dem Kunstwerk gemeint haben könnte. Wie die Autokorrektur für Texte, gibt es jetzt also die grafische Form der Autokorrektur für Zeichnungen.\u003Cbr>\n\u003C/p>\u003Cdiv style=\"width: 500px;\" class=\"wp-video\">\u003Cvideo class=\"wp-video-shortcode\" id=\"video-10862-3\" width=\"500\" height=\"500\" loop=\"1\" autoplay=\"1\" preload=\"metadata\" controls=\"controls\">\u003Csource type=\"video/mp4\" src=\"https://legacy.liechtenecker.dev/wp-content/uploads/2017/07/autodraw-1.mp4?_=3\">\u003Ca href=\"/wp-content/uploads/2017/07/autodraw-1.mp4\">https://legacy.liechtenecker.dev/wp-content/uploads/2017/07/autodraw-1.mp4\u003C/a>\u003C/video>\u003C/div>\u003Cbr>\nDie von Google entwickelte KI funktioniert sehr gut, selbst extrem wirre Zeichnungen werden meistens zuverlässig erkannt. \u003Cem>AutoDraw\u003C/em> zeigt, wie fortgeschritten künstliche Intelligenz schon ist. Autodraw greift für den Abgleich auf einen Pool von Illustrationen verschiedener Künstler und Grafiker zurück. Sogesehen kann man das Tool auch als eine visuelle Suchmaschine für Cliparts verwenden.\n\u003Cblockquote>\n\u003Cp>\u003Cb>Ein Durchbruch bei der Schaffung von KI wäre das größte Ereignis in der Geschichte der Menschheit –  Stephen Hawking\u003C/b>\u003C/p>\n\u003C/blockquote>\n\u003Ch2>\u003Cb>FEDOR – Ein Roboter trainiert mit Waffen\u003C/b>\u003C/h2>\n\u003Cdiv alt=\"fedor\" data-entity-type=\"media\" data-entity-uuid=\"3a70bd34-ceb0-423a-b9e9-87fdbee1d698\" data-langcode=\"de\" class=\"embedded-entity\">\u003Cdiv>\n  \n  \n  \u003Cdiv>\n    \u003Cdiv class=\"visually-hidden\">Bild\u003C/div>\n              \u003Cdiv>    \u003Cpicture>\n                  \u003Csource srcset=\"/sites/default/files/styles/image_width_medium/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=tfjiL8KD 1x, /sites/default/files/styles/image_width_medium_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=wfXq2gkX 2x\" media=\"all and (min-width: 1024px) and (max-width: 1439px)\" type=\"image/webp\" width=\"531\" height=\"466\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_small/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=KTosalJQ 1x, /sites/default/files/styles/image_width_small_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=i7_7cSdN 2x\" media=\"all and (min-width: 745px) and (max-width: 1023px)\" type=\"image/webp\" width=\"531\" height=\"466\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_xsmall/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=M1A5ezkZ 1x, /sites/default/files/styles/image_width_xsmall_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=Z5zXJrA9 2x\" media=\"all and (min-width: 480px) and (max-width: 744px)\" type=\"image/webp\" width=\"531\" height=\"466\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_xxsmall/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=Mf9e1sgC 1x, /sites/default/files/styles/image_width_xxsmall_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=IHnI-lEC 2x\" media=\"all and (max-width: 479px)\" type=\"image/webp\" width=\"480\" height=\"421\">\n              \u003Csource srcset=\"/sites/default/files/styles/image_width_large/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=VzKdHWCO 1x, /sites/default/files/styles/image_width_large_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.webp?itok=6EirgvWf 2x\" type=\"image/webp\" width=\"531\" height=\"466\">\n                  \u003Cimg loading=\"lazy\" width=\"531\" height=\"466\" src=\"/sites/default/files/styles/image_width_large_x2/public/wp-migration/wordpress-media-image/2017/07/Bildschirmfoto-2017-07-18-um-16.09.47-1.png.jpg?itok=6EirgvWf\" alt=\"fedor\" title=\"f.e.d.o.r\">\n\n  \u003C/picture>\n\n\u003C/div>\n          \u003C/div>\n\n\u003C/div>\n\u003C/div>\n\u003Cp>Es ist eine düstere Zukunftsvision, der wir anscheinend immer näher kommen. Roboter unterjochen die Menschheit und regieren dank Künstlicher Intelligenz und Waffen. Einen großen Schritt näher in diese Terminator-Zukunft sind wir bereits gekommen, dank des russischen Militärs.\u003Cbr>\n\u003Cbr>\n\u003Cspan style=\"font-weight: 400;\">Die Rede ist von einem Forschungsroboter, der 2021 ins All geschickt werden soll, um dort kleinere Reparaturen zu bewerkstelligen. Das Schießen sei für \u003Cem>FEDOR\u003C/em> eine reine Übung um seine Fähigkeiten zu verbessern. Dies hätte man meiner Meinung jedoch auch mit friedlicheren Methoden über Recognition demonstrieren können. Ein Video zeigt FEDORS unfehlbare Schießkünste mit handelsüblichen Waffen: \u003C/span>\u003Ca href=\"https://youtu.be/EJn9UgADcPY?t=1m3s\" data-rel=\"lightbox-video-0\" target=\"_blank\" rel=\"noopener noreferrer\">\u003Cspan style=\"font-weight: 400;\">Video ansehen\u003C/span>\u003C/a>\u003C/p>\n\u003Ch3>\u003Cstrong>Die Konklusion\u003C/strong>\u003C/h3>\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">Ich finde Computer Vision ist zur Zeit ein heißes Thema, da es dafür so viele verschiede Einsatzgebiete gibt. Allerdings wirkt unsere Welt dadurch auch zunehmend utopischer. Vielleicht kommt bald der Tag an dem wir uns von automatisierten Drohnen von A nach B befördern lassen und unseren Arbeitstag nur mehr virtuell erleben. Im echten Leben werden uns Roboter bei unseren täglichen Aufgaben mehr und mehr unterstützen können, sodass wir uns zum Beispiel vermehrt auf die kreativen und sozialen Aufgaben konzentrieren können. Die nächsten Schritte müssen für uns nun sein, zu verhindern dass KI von den falschen Mächten kontrolliert wird, daher sollte sie offen für alle sein und wir müssen langfristig dafür sorgen, dass sie überhaupt kontrolliert werden kann.\u003C/span>\u003C/p>\n        \u003C/div>\n    \u003C/div>\n\u003C/div>\n\n\n",{"__typename":160,"id":161,"excludeFromScreenreader":13,"mediaImage":162,"name":167,"path":170,"status":20},"MediaImage","1484",{"__typename":163,"url":164,"width":165,"height":166,"alt":167,"title":167,"size":168,"mime":169},"Image","http://liechtenecker-cms.liechtenecker-cms.svc.cluster.local/sites/default/files/wp-migration/wordpress-media-image/2017/07/bild_1920x500-1.jpg",1920,500,"cv_bild_1920x500",55325,"image/jpeg","/media/1484/edit",{"__typename":160,"id":172,"excludeFromScreenreader":13,"mediaImage":173,"name":178,"path":181,"status":20},"1487",{"__typename":163,"url":174,"width":175,"height":176,"alt":177,"title":178,"size":179,"mime":180},"http://liechtenecker-cms.liechtenecker-cms.svc.cluster.local/sites/default/files/wp-migration/wordpress-media-image/2017/07/bild_922x519-1.png",922,519,"computer_vision","computer_vision-bild_922x519",26108,"image/png","/media/1487/edit","\u003C!-- This site is optimized with the Yoast SEO plugin v15.7 - https://yoast.com/wordpress/plugins/seo/ -->\n\u003Cmeta name=\"description\" content=\"Computer Vision beschäftigt sich mit dem Problem, Sehvorgänge in der realen, dreidimensionalen Welt nachzubilden. 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