{"id":4865,"date":"2022-11-18T11:22:05","date_gmt":"2022-11-18T11:22:05","guid":{"rendered":"https:\/\/pointly.ai\/individuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus\/"},"modified":"2025-12-05T10:16:24","modified_gmt":"2025-12-05T10:16:24","slug":"individuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus","status":"publish","type":"post","link":"https:\/\/pointly.ai\/de\/individuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus\/","title":{"rendered":"KI\u202fModell, speziell f\u00fcr Ihre Projekte trainiert und optimiert."},"content":{"rendered":"<div id=\"Anker\" class=\"fusion-container-anchor\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 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\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-two-third fusion-column-first\" style=\"--awb-bg-size:cover;width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-right: 4%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-column-wrapper-legacy\"><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-1\"><p><a href=\"https:\/\/pointly.ai\/blog\/\">&lt; back <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 class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-image-element in-legacy-container\" 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=\"800\" height=\"533\" alt=\"Software-Screenshot Pointly mit klassifizierten Objekten in einer 3D-Punktwolke\" title=\"Titelbild Custom Classifiers_Pointly\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly.png\" class=\"lazyload img-responsive wp-image-4424\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27800%27%20height%3D%27533%27%20viewBox%3D%270%200%20800%20533%27%3E%3Crect%20width%3D%27800%27%20height%3D%27533%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly-200x133.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly-400x267.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly-600x400.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Titelbild-Custom-Classifiers_Pointly.png 800w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/span><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-sep-clear\"><\/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;\">Individuelle Punktwolken Klassifizierung<\/span><\/strong><\/h1><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;margin-top:10px;margin-bottom:10px;width:100%;max-width:180px;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:14px;--awb-text-color:#9eb014;\"><p>erstmals ver\u00f6ffentlicht (EN): 18.11.2022<br \/>deutsche Version: 02.09.2025<\/p>\n<\/div><div class=\"fusion-text fusion-text-3\"><p>Sie arbeiten mit einem speziellen Anwendungsfall und m\u00fcssen mit einer bestimmten Art von Punktwolkendaten arbeiten, wobei Sie ein besonderes Interesse an einer ausgew\u00e4hlten Gruppe von Objektklassen haben? Sie k\u00f6nnten Ihre Punktwolke zwar manuell beschriften, aber es ist effizienter, <strong>einen Algorithmus f\u00fcr diese Aufgabe zu trainieren<\/strong> \u2013 hier kommen unsere <strong>benutzerdefinierten Klassifikatoren<\/strong> ins Spiel.<\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;margin-top:10px;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><div class=\"fusion-sep-clear\"><\/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;\">Was ist ein individuelles Punktwolken-KI-Modell?<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-4\"><p>Ein benutzerdefinierter Klassifikator wird mit Hilfe von KI trainiert, <strong>um Objektklassen automatisch zu erkennen<\/strong> und so den Prozess der Punktwolkenklassifizierung zu optimieren. Dieses Modell kann durch einen maschinellen Lernprozess unter Verwendung k\u00fcnstlicher Intelligenz innerhalb neuronaler Netze st\u00e4ndig verbessert werden. Wie der Name schon sagt, ist diese Art von Dienstleistung <strong>ma\u00dfgeschneidert f\u00fcr Ihren spezifischen Anwendungsfall<\/strong>: Wenn Sie st\u00e4ndig bestimmte Objektklassen innerhalb Ihrer Punktwolkendaten abbilden m\u00fcssen, k\u00f6nnen wir genau den richtigen <strong>benutzerdefinierten trainierbaren Klassifikator f\u00fcr Sie entwickeln<\/strong>.<\/p>\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;\">Wie wird ein individuelles Punktwolken-KI-Modell trainiert?<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-5\"><p>In order to reach the required classification in <strong>mere hours<\/strong> (compared to the several days with manual annotation), point cloud custom classification builds on deep learning. Through <strong>successive input of training data<\/strong>, the AI progressively learns to detect the desired classes on its own with high accuracy. There are 2 ways to train a point cloud custom classifier:<\/p>\n<ul>\n<li>An <strong>already trained <\/strong><a href=\"https:\/\/pointly.ai\/point-cloud-standard-classifier-automated-mapping-pointly\/\"><strong> Standard Classifier<\/strong><\/a> is optimized towards your needs through transfer learning. Through this method, one uses algorithms trained for similar data types with slightly different project requirements.<\/li>\n<li>A very own classifier with <strong>completely customizable classes<\/strong> is trained from scratch and optimized towards your data specifications. The algorithm <strong>progressively gets more accurate<\/strong> through repeated learning with an elaborate AI workflow.<\/li>\n<\/ul>\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;\">Training von benutzerdefinierten Klassifikatoren f\u00fcr Punktwolken durch Automatisierung von KI-Workflows<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-6\"><p>Das Trainieren eines benutzerdefinierten Klassifikators f\u00fcr Punktwolken f\u00fcr Ihren spezifischen Anwendungsfall erfordert zun\u00e4chst einen gewissen Zeitaufwand, da der Workflow der k\u00fcnstlichen Intelligenz <strong>manuelle Korrekturen f\u00fcr schnellere Optimierungen<\/strong> erfordert. Nach einer gewissen manuellen Eingabe zu Beginn spart Ihnen die <strong>pr\u00e4zise Automatisierung jedoch Zeit und Ressourcen, da sie repetitive Aufgaben f\u00fcr Sie \u00fcbernimmt.<\/strong><\/p>\n<\/div><div class=\"fusion-image-element in-legacy-container\" 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-2 hover-type-none\"><img decoding=\"async\" width=\"730\" height=\"489\" alt=\"Schematische Darstellung, die den KI-Workflow verdeutlicht\" title=\"image\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image.png\" class=\"lazyload img-responsive wp-image-4425\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27730%27%20height%3D%27489%27%20viewBox%3D%270%200%20730%20489%27%3E%3Crect%20width%3D%27730%27%20height%3D%27489%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image-200x134.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image-400x268.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image-600x402.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/image.png 730w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 730px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-font-size:13px;--awb-line-height:18px;--awb-text-transform:none;--awb-text-color:var(--awb-color6);--awb-margin-top:16px;\"><p>Das iterative Trainingsmodell erzeugt mit jedem Zyklus pr\u00e4zisere Ergebnisse.<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><p>In der <strong>ersten Phase<\/strong> laden Sie Ihre Beispieldaten hoch, die wir in <strong>mehrere Trainingsstapel aufteilen<\/strong>. Anschlie\u00dfend m\u00fcssen die Punktwolken manuell klassifiziert werden. Durch einen iterativen Ansatz mit mehreren Stapeln l\u00e4sst sich besser beurteilen, wie sich die Leistung des Klassifikators mit zus\u00e4tzlichen Eingaben verbessert. Auf diese Weise k\u00f6nnen wir auch die <strong>Trainingsdaten mit jedem Stapel effizienter generieren.<\/strong><\/p>\n<\/div><div class=\"fusion-image-element in-legacy-container\" 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-3 hover-type-none\"><img decoding=\"async\" width=\"730\" height=\"503\" alt=\"Schematische Darstellung, die den KI-Workflow in Phase 1 verdeutlicht\" title=\"point cloud custom classifier manually\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually.png\" class=\"lazyload img-responsive wp-image-4426\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27730%27%20height%3D%27503%27%20viewBox%3D%270%200%20730%20503%27%3E%3Crect%20width%3D%27730%27%20height%3D%27503%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually-200x138.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually-400x276.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually-600x413.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/point-cloud-custom-classifier-manually.png 730w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 730px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:13px;--awb-line-height:18px;--awb-text-transform:none;--awb-text-color:var(--awb-color6);--awb-margin-top:16px;\"><p>Zun\u00e4chst m\u00fcssen Sie den benutzerdefinierten Klassifikator f\u00fcr Punktwolken manuell unterst\u00fctzen...<\/p>\n<\/div><div class=\"fusion-text fusion-text-10\"><p>Nach ausreichender Eingabe von Daten ist das benutzerdefinierte Modell in der Lage, den Beschriftungsprozess zu automatisieren. In der <strong>zweiten Phase<\/strong> m\u00fcssen Sie lediglich einige <strong>manuelle Korrekturen vornehmen<\/strong>, um die Genauigkeit Ihres benutzerdefinierten Punktwolkenklassifikators weiter zu erh\u00f6hen. Aufbauend auf dem <strong>verst\u00e4rkenden Lernen<\/strong> wird dieser Zyklus mehrmals wiederholt, wodurch die Qualit\u00e4t der Ergebnisse Ihres benutzerdefinierten Punktwolkenklassifikators verbessert wird. Mit jeder Wiederholung sind weniger manuelle Korrekturen erforderlich, bis der Klassifikator f\u00fcr die automatische Punktwolkensegmentierung robust trainiert ist.<\/p>\n<\/div><div class=\"fusion-image-element in-legacy-container\" 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=\"730\" height=\"503\" alt=\"Schematische Darstellung, die den KI-Workflow in Phase 1 verdeutlicht\" title=\"Phase 2 automatically tag your point cloud data\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data.png\" class=\"lazyload img-responsive wp-image-4427\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27730%27%20height%3D%27503%27%20viewBox%3D%270%200%20730%20503%27%3E%3Crect%20width%3D%27730%27%20height%3D%27503%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data-200x138.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data-400x276.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data-600x413.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Phase-2-automatically-tag-your-point-cloud-data.png 730w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 730px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-font-size:13px;--awb-line-height:18px;--awb-text-transform:none;--awb-text-color:var(--awb-color6);--awb-margin-top:16px;\"><p>... es verbessert sich stetig, bis es in der Lage ist, Ihre Punktwolkendaten effizient und automatisch zu taggen.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"--awb-padding-top:10px;--awb-padding-right:25px;--awb-padding-bottom:15px;--awb-padding-left:25px;--awb-bg-color:var(--awb-color3);--awb-bg-color-hover:var(--awb-color3);--awb-bg-size:cover;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-column-wrapper-legacy\"><div class=\"fusion-title title fusion-title-5 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: #1a434d;\">Wie generiere ich Trainingsdaten f\u00fcr meinen benutzerdefinierten Klassifikator?<\/span><\/h3><\/div><div class=\"fusion-text fusion-text-12\"><ol>\n<li>Um Trainingsdaten zu erstellen, ben\u00f6tigen Sie zun\u00e4chst <strong>einen Datensatz, der die Elemente Ihres spezifischen Anwendungsfalls<\/strong> enth\u00e4lt. Er sollte daher die Objekte enthalten, die Sie f\u00fcr Ihren Anwendungsfall h\u00e4ufig identifizieren m\u00fcssen. <\/li>\n<li>Neben der M\u00f6glichkeit, die Punktwolke selbst zu beschriften, bietet Pointly auch die <strong>Verwaltung der Erstellung von Eingabedaten<\/strong> f\u00fcr den KI-Workflow an.<\/li>\n<li>Wenn Sie bereits \u00fcber einen <strong>klassifizierten Datensatz<\/strong> verf\u00fcgen, k\u00f6nnen Sie diesen verwenden, um einen schnellen Einstieg in das Training Ihres benutzerdefinierten Klassifikators f\u00fcr Punktwolken zu erhalten.<\/li>\n<\/ol>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-13\" style=\"--awb-margin-top:24px;\"><p>Interested in optimizing your labelling work with our point cloud services? Get in touch with us and fill out this form for <a href=\"https:\/\/pointly.ai\/pointly-3d-point-cloud-services\/point-cloud-custom-classifier\/#formular\">Point Cloud Custom Classifiers<\/a>.<\/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;\">Wie verwende ich einen benutzerdefinierten Punktwolkenklassifikator?<\/span><\/h2><\/div><div class=\"fusion-text fusion-text-14\"><p>Creating a point cloud custom classifier is possible with a <a href=\"https:\/\/pointly.ai\/pricing\/\">Professional Pointly subscription.<\/a> The training process is a cooperative effort, therefore we offer <strong>personal consultation sessions with our AI experts<\/strong>, as well as frequent analyses, evaluations, and reports.<\/p>\n<ol>\n<li>Start with a <strong>customized class catalog<\/strong> containing the objects you want to automatically label, then link it to a new project.<\/li>\n<\/ol>\n<\/div><div class=\"fusion-image-element in-legacy-container\" 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-5 hover-type-none\"><img decoding=\"async\" width=\"692\" height=\"598\" alt=\"Screenshot mit allen relevanten Objektklassen f\u00fcr Ihren benutzerdefinierten Klassifikator\" title=\"Office Classifier catalog\" src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog.png\" data-orig-src=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog.png\" class=\"lazyload img-responsive wp-image-4428\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27692%27%20height%3D%27598%27%20viewBox%3D%270%200%20692%20598%27%3E%3Crect%20width%3D%27692%27%20height%3D%27598%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog-200x173.png 200w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog-400x346.png 400w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog-600x518.png 600w, https:\/\/pointly.ai\/wp-content\/uploads\/2022\/11\/Office-Classifier-catalog.png 692w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 800px) 100vw, 692px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-15\" style=\"--awb-font-size:13px;--awb-line-height:18px;--awb-text-transform:none;--awb-text-color:var(--awb-color6);--awb-margin-top:16px;\"><p>Sammeln Sie alle relevanten Objektklassen f\u00fcr Ihren benutzerdefinierten Klassifikator.<\/p>\n<\/div><div class=\"fusion-text fusion-text-16\"><p>2. Laden Sie Ihre <strong>LAS- oder LAZ-Datei<\/strong> in die Pointly-Plattform hoch.<\/p>\n<p>3. Klassifizieren Sie die Daten mit einem Standardklassifikator, der Ihren gew\u00fcnschten Ergebnissen nahekommt, und <strong>optimieren Sie die Ausgabe manuell<\/strong> \u2013 oder <strong>lassen Sie Pointly die Erstellung der Trainingsdaten \u00fcbernehmen<\/strong>.<\/p>\n<p>4. Wir trainieren den benutzerdefinierten Punktwolkenklassifikator mithilfe eines <strong>KI-Workflows<\/strong> und f\u00fcgen ihn Ihrem Konto hinzu.<\/p>\n<p>5. Klassifizieren Sie Punktwolken beim Hochladen neuer Projekte mit Ihrem trainierten Modell, indem Sie unter <strong>\u201eKlassifikator ausw\u00e4hlen\u201d<\/strong> Ihren benutzerdefinierten Punktwolkenklassifikator ausw\u00e4hlen.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"--awb-padding-top:10px;--awb-padding-right:25px;--awb-padding-bottom:15px;--awb-padding-left:25px;--awb-bg-color:var(--awb-color3);--awb-bg-color-hover:var(--awb-color3);--awb-bg-size:cover;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-column-wrapper-legacy\"><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: #1a434d;\">Wie lange dauert es, ein indidivuelles KI-Modell zu trainieren?<\/span><\/h3><\/div><div class=\"fusion-text fusion-text-17\"><p>Die tats\u00e4chliche Dauer h\u00e4ngt zwar vom Anwendungsfall und der gew\u00fcnschten Leistung ab, aber <strong>5 bis 15 Tage Beschriftungsarbeit <\/strong>liefern einen soliden ersten Proof of Concept. In diesem Stadium dient das Klassifizierungsmodell in der Regel als Vorschau auf das Potenzial des KI-Workflows, ben\u00f6tigt jedoch noch mehr Zeit, um seine Pr\u00e4zision zu verfeinern. Die Trainingsiterationen dauern nur wenige Tage, w\u00e4hrend die erste Iteration m\u00f6glicherweise einige zus\u00e4tzliche Tage ben\u00f6tigt, um f\u00fcr den spezifischen Datensatz optimiert zu werden.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-18\" style=\"--awb-margin-top:24px;\"><p>Want to get notified about <strong>upcoming Pointly features<\/strong> and relevant news surrounding our 3D point cloud custom classification software? Subscribe to our <a href=\"https:\/\/pointly.ai\/#newsletter\">newsletter<\/a> and follow us on <a href=\"https:\/\/www.linkedin.com\/company\/pointly\/\">LinkedIn<\/a> to learn about updates and more!<\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-top:14px;margin-bottom:10px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-19\"><p><strong><span style=\"color: #164552;\">Pointly - Point out what matters.<\/span><\/strong><\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-clearfix\" style=\"float:left;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><div class=\"fusion-sep-clear\"><\/div><a class=\"fusion-one-page-text-link\" href=\"https:\/\/pointly.ai\/de\/individuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus\/#anker\">\u21e7 zur\u00fcck zum Anfang<\/a><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-one-third fusion-column-last\" style=\"--awb-padding-right:5%;--awb-padding-left:5%;--awb-bg-color:#edf7f9;--awb-bg-color-hover:#edf7f9;--awb-bg-size:cover;width:33.333333333333%;width:calc(33.333333333333% - ( ( 4% ) * 0.33333333333333 ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-column-wrapper-legacy\"><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-top:90px;margin-bottom:20px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-image-element in-legacy-container\" 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-6 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: 800px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-20\"><div class=\"fusion-text kabel\"><strong><span style=\"color: #18464b; font-size: 24px;\">\u00dcber Pointly<\/span><\/strong><\/div>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:10px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-21\"><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-text fusion-text-22\"><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:-15px;--awb-wrapper-padding-left:0px;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Punktwolken-Klassifikator: KI-trainierter Algorithmus | Pointly\" data-description=\"Learn how our Custom Classifiers work and in which way you profit from them.\" data-link=\"https:\/\/pointly.ai\/de\/individuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus\/\"><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%2Findividuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus%2F&amp;t=Punktwolken-Klassifikator%3A%20KI-trainierter%20Algorithmus%20%7C%20Pointly\" target=\"_blank\" rel=\"noreferrer\" title=\"Facebook\" aria-label=\"Facebook\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"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=Punktwolken-Klassifikator%3A%20KI-trainierter%20Algorithmus%20%7C%20Pointly&amp;url=https%3A%2F%2Fpointly.ai%2Fde%2Findividuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus%2F\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"X\" aria-label=\"X\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"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%2Findividuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus%2F&amp;title=Punktwolken-Klassifikator%3A%20KI-trainierter%20Algorithmus%20%7C%20Pointly&amp;summary=Learn%20how%20our%20Custom%20Classifiers%20work%20and%20in%20which%20way%20you%20profit%20from%20them.\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"LinkedIn\" aria-label=\"LinkedIn\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"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=Punktwolken-Klassifikator%3A%20KI-trainierter%20Algorithmus%20%7C%20Pointly&amp;body=https%3A%2F%2Fpointly.ai%2Fde%2Findividuelle-punktwolken-klassifizierung-ki-trainierter-algorithmus%2F\" target=\"_self\" title=\"E-Mail\" aria-label=\"E-Mail\" data-placement=\"bottom\" data-toggle=\"tooltip\" data-title=\"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-sep-clear\"><\/div><div class=\"fusion-separator fusion-no-small-visibility fusion-no-medium-visibility fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-top:10px;margin-bottom:2400px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Sie arbeiten mit einem speziellen Anwendungsfall und m\u00fcssen mit einer bestimmten Art von Punktwolkendaten arbeiten, wobei Sie ein besonderes Interesse an einer ausgew\u00e4hlten Gruppe von Objektklassen haben? Sie k\u00f6nnten Ihre Punktwolke zwar manuell beschriften, aber es ist effizienter, einen Algorithmus f\u00fcr diese Aufgabe zu trainieren \u2013 hier kommen unsere benutzerdefinierten Klassifikatoren ins Spiel.  <\/p>\n","protected":false},"author":1,"featured_media":4429,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[40,37],"tags":[],"class_list":["post-4865","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-klassifikator","category-wissen"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Punktwolken-Klassifikator: KI-trainierter Algorithmus | Pointly<\/title>\n<meta name=\"description\" content=\"M\u00f6chten Sie Punktwolken klassifizieren? 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