{"id":4920,"date":"2020-12-18T11:21:29","date_gmt":"2020-12-18T11:21:29","guid":{"rendered":"https:\/\/pointly.ai\/use-case\/erstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki\/"},"modified":"2025-09-02T18:23:43","modified_gmt":"2025-09-02T18:23:43","slug":"erstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki","status":"publish","type":"avada_portfolio","link":"https:\/\/pointly.ai\/de\/use-case\/erstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki\/","title":{"rendered":"Erstellen eines Stra\u00dfenbestandsverzeichnisses aus Punktwolken mithilfe von KI"},"content":{"rendered":"<div id=\"anker\" class=\"fusion-container-anchor\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1185.6px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-column-inner-bg-wrapper\" style=\"--awb-inner-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/pointly.ai\/de\/\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-text fusion-text-1\"><p><a href=\"https:\/\/pointly.ai\/de\/leistungen-rund-um-3d-punktwolken\/#Anwendungsbeispiele\">&lt; zur\u00fcck <i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-home fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#9eb014;--awb-iconcolor-hover:#d4e73b;--awb-font-size:32px;--awb-margin-right:16px;\"><\/i><\/a><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-flex-column fusion-animated\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInUp\" data-animationDuration=\"0.8\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"745\" height=\"444\" alt=\"Punktwolke des Stra\u00dfenbestands, klassifiziert mithilfe von KI-Techniken\" title=\"745_444_street\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street.png\" class=\"lazyload img-responsive wp-image-4314\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27745%27%20height%3D%27444%27%20viewBox%3D%270%200%20745%20444%27%3E%3Crect%20width%3D%27745%27%20height%3D%27444%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street-200x119.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street-400x238.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street-600x358.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/745_444_street.png 745w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 745px\" \/><\/span><\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:#1a434d;--awb-margin-top:25px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;--awb-font-size:24px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:24;line-height:1.33;\"><strong><span style=\"color: #57b5c6; font-size: 40px; line-height: 42px;\">Erstellen eines Schilder- und Stra\u00dfenbestandsverzeichnisses aus Punktwolken mit KI<\/span><\/strong><\/h1><\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:20px;margin-bottom:30px;width:100%;max-width:180px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#1a434d;border-color:#1a434d;border-top-width:2px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:35;line-height:1.34;\"><span style=\"color: #57b5c6; font-size: 26px;\">Ziel<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-2\"><p>Ziel ist, Stra\u00dfeng\u00fcter in Punktwolken zu erkennen und Stra\u00dfenschilder zu klassifizieren, um sie pr\u00e4zise in einem GIS-System abzubilden. Zu diesen Stra\u00dfenobjekten k\u00f6nnen unter anderem geh\u00f6ren:<\/p>\n<ul>\n<li>Stra\u00dfenschilder<\/li>\n<li>Stra\u00dfenlaternen<\/li>\n<li>Gullysch\u00e4chte<\/li>\n<li>Bushaltestellen<\/li>\n<li>Strommasten und Leitungen<\/li>\n<li>Werbefl\u00e4chen<\/li>\n<\/ul>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:35;line-height:1.34;\"><span style=\"color: #57b5c6; font-size: 26px;\">Verwendeter Datensatz<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-3\"><p>F\u00fcr diesen Fall werden mobile Laserscannerdaten und 360-Grad-Bilder ben\u00f6tigt.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:35;line-height:1.34;\"><span style=\"color: #57b5c6; font-size: 26px;\">Herausforderungen<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-4\"><p>Die Vegetations\u00fcberwucherung kann bei manchen Objekten eine Herausforderung darstellen. Sie l\u00e4sst sich durch das Zuschneiden der Rohdateien auf die nahegelegenen und gut abgedeckten Scanbereiche bew\u00e4ltigen.<\/p>\n<p>Die meisten Punktwolken sind nicht detailliert genug, um die genaue Art oder den Text von Stra\u00dfenschildern zu erkennen. Daher m\u00fcssen die 360-Grad-Bilder in einem separaten Erkennungsschritt verwendet werden.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:35;line-height:1.34;\"><span style=\"color: #57b5c6; font-size: 26px;\">Implementierung<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-5\"><p>Wir trainierten Deep-Learning-Modelle auf den 3D-Punktwolken. Daf\u00fcr ben\u00f6tigten wir Trainingsdaten, die wir mit Pointly generierten. Mit dem trainierten Modell segmentierten wir die Punktwolken in mehrere Objektklassen. Anschlie\u00dfend wurden einzelne Objekte bestimmt und ihre Positionen in Feature-Klassen extrahiert.<\/p>\n<p>Die Position der extrahierten Stra\u00dfenschilder wird verwendet, um entsprechende 360-Grad-Bilder zu lokalisieren. Auf diesen wird der Typ des Stra\u00dfenschilds durch einen 2D-Klassifikator identifiziert und der Text mit g\u00e4ngigen OCR-Techniken extrahiert.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:35;line-height:1.34;\"><span style=\"color: #57b5c6; font-size: 26px;\">Ergebnis<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-6\"><p>Die Extraktion der Objekte verlief erfolgreich. F\u00fcr jede Objektklasse wurde ein eigener Shape-Layer generiert und anschlie\u00dfend in das GEOjson-Format exportiert. F\u00fcr Verkehrsschilder wurden zus\u00e4tzliche Metadaten generiert, die den Typ und den Text des Schildes enthalten.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:#1a434d;--awb-margin-top:15px;--awb-margin-bottom:10px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:30;line-height:1.3;\"><span style=\"color: #57b5c6; font-size: 22px;\">GIS-Ebene mit Stra\u00dfenlaternen, Schildern und anderen Objekten auf verschiedenen Basiskarten<\/span><\/h3><\/div><div class=\"fusion-image-element \" style=\"text-align:center;--awb-margin-top:10px;--awb-margin-bottom:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"750\" height=\"407\" alt=\"GIS-Ebene, die den Stra\u00dfenbestand auf einer Stra\u00dfenkarte zeigt, die \u00fcber KI und Punktwolkendaten generiert wurde\" title=\"GIS-layer-02_750_74\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74.jpg\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74.jpg\" class=\"lazyload img-responsive wp-image-4303\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27750%27%20height%3D%27407%27%20viewBox%3D%270%200%20750%20407%27%3E%3Crect%20width%3D%27750%27%20height%3D%27407%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74-200x109.jpg 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74-400x217.jpg 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74-600x326.jpg 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-02_750_74.jpg 750w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 750px\" \/><\/span><\/div><div class=\"fusion-image-element \" style=\"text-align:center;--awb-margin-top:0px;--awb-margin-bottom:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"750\" height=\"408\" alt=\"GIS-Ebene, die den Bestand an Stra\u00dfenanlagen und Objekten auf einer Geokarte zeigt, die \u00fcber KI und Punktwolkendaten generiert wurde\" title=\"GIS-layer-01_750_74\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74.jpg\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74.jpg\" class=\"lazyload img-responsive wp-image-4304\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27750%27%20height%3D%27408%27%20viewBox%3D%270%200%20750%20408%27%3E%3Crect%20width%3D%27750%27%20height%3D%27408%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74-200x109.jpg 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74-400x218.jpg 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74-600x326.jpg 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/GIS-layer-01_750_74.jpg 750w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 750px\" \/><\/span><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:10px;width:100%;\"><\/div><div class=\"fusion-text fusion-text-7\"><p><strong><span style=\"color: #164552;\">Pointly \u2013 Zeigen, was wichtig ist.<\/span><\/strong><\/p>\n<\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:20px;margin-bottom:20px;width:100%;max-width:180px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#1a434d;border-color:#1a434d;border-top-width:2px;\"><\/div><\/div><a class=\"fusion-one-page-text-link\" href=\"https:\/\/pointly.ai\/de\/use-case\/erstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki\/#anker\">\u21e7 zur\u00fcck zum Anfang<\/a><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:20px;width:100%;\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-animated\" style=\"--awb-padding-right:5%;--awb-padding-left:5%;--awb-bg-color:#edf7f9;--awb-bg-color-hover:#edf7f9;--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationType=\"fadeInRight\" data-animationDuration=\"0.9\" data-animationOffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"606\" height=\"104\" alt=\"Pointly 3D-Punktwolkenklassifizierung\" title=\"logo_pointly_72dpi,rgb,web\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1.png\" class=\"lazyload img-responsive wp-image-4124\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27606%27%20height%3D%27104%27%20viewBox%3D%270%200%20606%20104%27%3E%3Crect%20width%3D%27606%27%20height%3D%27104%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1-200x34.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1-400x69.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1-600x103.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2020\/03\/logo_pointly_72dpirgbweb-1.png 606w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><\/div><div class=\"fusion-text fusion-text-8\"><div class=\"fusion-text kabel\"><strong><span style=\"color: #18464b; font-size: 24px;\">\u00dcber Pointly<\/span><\/strong><\/div>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:10px;width:100%;\"><\/div><div class=\"fusion-text fusion-text-9\"><div class=\"fusion-text kabel\">\n<p>Pointly is an intelligent, cloud-based software solution to manage and classify 3D point clouds \u2013 faster and more precise than ever before.<\/p>\n<p>With Pointly Services you can get on-demand advanced 3D point cloud solutions tailormade for you.<\/p>\n<\/div>\n<\/div>\n<div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:0px;margin-bottom:30px;width:100%;max-width:80px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#1a434d;border-color:#1a434d;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-10\"><p><a href=\"https:\/\/pointly.ai\/wp-content\/uploads\/2020\/12\/Inventarisation-of-Signs-and-Street-Assets.pdf\"><div class=\"fusion-fa-align-left\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-file-download fas circle-no\" style=\"--awb-iconcolor:#9eb014;--awb-iconcolor-hover:#ffff00;--awb-font-size:27px;--awb-margin-right:10px;\"><\/i><\/div>Artikel herunterladen<\/a><\/p>\n<\/div><div class=\"fusion-separator\" style=\"align-self: flex-start;margin-right:auto;margin-top:0px;margin-bottom:40px;width:100%;max-width:80px;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#1a434d;border-color:#1a434d;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-11\"><div class=\"fusion-text kabel\"><strong><span style=\"color: #18464b; font-size: 24px;\">Diesen Artikel teilen<br \/>\n<\/span><\/strong><\/div>\n<\/div><div class=\"fusion-sharing-box fusion-sharing-box-1 boxed-icons has-taglines layout-floated layout-medium-floated layout-small-stacked\" style=\"background-color:#edf7f9;--awb-margin-left:-18px;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Erstellen eines Schilder- und Stra\u00dfenbestandsverzeichnisses aus Punktwolken mit KI\" data-description=\"The goal is to detect street assets in point clouds and classify street signs to precisely map them into a GIS system. These street assets can include but are not limited to:\nStreet signs, Street lights, Manholes, Bus stops, Electricity poles and wires and Advertisement areas...\" data-link=\"https:\/\/pointly.ai\/de\/use-case\/erstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1 boxed-icons\"><span><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fpointly.ai%2Fde%2Fuse-case%2Ferstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki%2F&amp;t=Erstellen%20eines%20Schilder-%20und%20Stra%C3%9Fenbestandsverzeichnisses%20aus%20Punktwolken%20mit%20KI\" target=\"_blank\" rel=\"noreferrer\" title=\"Facebook\" aria-label=\"Facebook\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-facebook awb-icon-facebook\" style=\"color:#1a434d;background-color:#edf7f9;border-color:#edf7f9;border-radius:4px;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/x.com\/intent\/post?text=Erstellen%20eines%20Schilder-%20und%20Stra%C3%9Fenbestandsverzeichnisses%20aus%20Punktwolken%20mit%20KI&amp;url=https%3A%2F%2Fpointly.ai%2Fde%2Fuse-case%2Ferstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki%2F\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#1a434d;background-color:#edf7f9;border-color:#edf7f9;border-radius:4px;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fpointly.ai%2Fde%2Fuse-case%2Ferstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki%2F&amp;title=Erstellen%20eines%20Schilder-%20und%20Stra%C3%9Fenbestandsverzeichnisses%20aus%20Punktwolken%20mit%20KI&amp;summary=The%20goal%20is%20to%20detect%20street%20assets%20in%20point%20clouds%20and%20classify%20street%20signs%20to%20precisely%20map%20them%20into%20a%20GIS%20system.%20These%20street%20assets%20can%20include%20but%20are%20not%20limited%20to%3A%0AStreet%20signs%2C%20Street%20lights%2C%20Manholes%2C%20Bus%20stops%2C%20Electricity%20poles%20and%20wires%20and%20Advertisement%20areas...\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#1a434d;background-color:#edf7f9;border-color:#edf7f9;border-radius:4px;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"mailto:?subject=Erstellen%20eines%20Schilder-%20und%20Stra%C3%9Fenbestandsverzeichnisses%20aus%20Punktwolken%20mit%20KI&amp;body=https%3A%2F%2Fpointly.ai%2Fde%2Fuse-case%2Ferstellen-eines-strassenbestandsverzeichnisses-aus-punktwolken-mithilfe-von-ki%2F\" target=\"_self\" title=\"E-Mail\" aria-label=\"E-Mail\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-mail awb-icon-mail\" style=\"color:#1a434d;background-color:#edf7f9;border-color:#edf7f9;border-radius:4px;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><div class=\"fusion-separator fusion-no-small-visibility fusion-no-medium-visibility fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:2050px;width:100%;\"><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Ziel ist es, Stra\u00dfeng\u00fcter in Punktwolken zu erkennen und Stra\u00dfenschilder zu klassifizieren, um sie pr\u00e4zise in einem GIS-System abzubilden.<\/p>\n","protected":false},"author":1,"featured_media":4315,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"content-type":"","footnotes":""},"portfolio_category":[43],"portfolio_skills":[],"portfolio_tags":[],"class_list":["post-4920","avada_portfolio","type-avada_portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-use-case"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - 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