{"id":11758,"date":"2024-05-08T14:30:40","date_gmt":"2024-05-08T12:30:40","guid":{"rendered":"https:\/\/imago-technologies.com\/?page_id=11758"},"modified":"2025-01-02T12:02:21","modified_gmt":"2025-01-02T11:02:21","slug":"pre-emposed-processing-ai-kameras","status":"publish","type":"page","link":"https:\/\/imago-technologies.com\/de\/pre-emposed-processing-ai-kameras\/","title":{"rendered":"Pre-Emposed Processing in AI-Kameras"},"content":{"rendered":"[vc_row type=&#8220;full_width_content&#8220; full_screen_row_position=&#8220;middle&#8220; column_margin=&#8220;default&#8220; column_direction=&#8220;default&#8220; column_direction_tablet=&#8220;default&#8220; column_direction_phone=&#8220;default&#8220; bg_color=&#8220;#003d5c&#8220; scene_position=&#8220;center&#8220; top_padding=&#8220;0&#8243; constrain_group_1=&#8220;yes&#8220; bottom_padding=&#8220;0&#8243; text_color=&#8220;light&#8220; text_align=&#8220;left&#8220; row_border_radius=&#8220;none&#8220; row_border_radius_applies=&#8220;bg&#8220; 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column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;3\/5&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][vc_column_text css=&#8220;.vc_custom_1693217820730{margin-bottom: -3px !important;}&#8220;]\n<h2>Blog<\/h2>\n[\/vc_column_text][divider line_type=&#8220;Small Line&#8220; line_alignment=&#8220;default&#8220; line_thickness=&#8220;3&#8243; divider_color=&#8220;extra-color-gradient-2&#8243; animate=&#8220;yes&#8220; custom_line_width=&#8220;140&#8243; delay=&#8220;100&#8243;][divider line_type=&#8220;No Line&#8220; custom_height=&#8220;25&#8243;][\/vc_column_inner][vc_column_inner column_padding=&#8220;no-extra-padding&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/5&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8220;full_width_background&#8220; full_screen_row_position=&#8220;middle&#8220; column_margin=&#8220;50px&#8220; equal_height=&#8220;yes&#8220; column_direction=&#8220;default&#8220; column_direction_tablet=&#8220;default&#8220; column_direction_phone=&#8220;default&#8220; bg_color=&#8220;#d8d9d9&#8243; scene_position=&#8220;center&#8220; top_padding=&#8220;3%&#8220; bottom_padding=&#8220;3%&#8220; top_padding_tablet=&#8220;10%&#8220; bottom_padding_tablet=&#8220;2%&#8220; top_padding_phone=&#8220;10%&#8220; bottom_padding_phone=&#8220;4%&#8220; text_color=&#8220;dark&#8220; text_align=&#8220;left&#8220; row_border_radius=&#8220;none&#8220; row_border_radius_applies=&#8220;bg&#8220; overlay_strength=&#8220;0.3&#8243; gradient_direction=&#8220;left_to_right&#8220; shape_divider_position=&#8220;bottom&#8220; bg_image_animation=&#8220;none&#8220; shape_type=&#8220;&#8220;][vc_column column_padding=&#8220;padding-3-percent&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; background_color=&#8220;#ffffff&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/1&#8243; tablet_width_inherit=&#8220;default&#8220; tablet_text_alignment=&#8220;default&#8220; phone_text_alignment=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][nectar_gradient_text heading_tag=&#8220;h3&#8243; color=&#8220;extra-color-gradient-2&#8243; gradient_direction=&#8220;diagonal&#8220; text=&#8220;Pre-Emposed Processing in AI-Kameras: Was Sie wissen sollten&#8220;][divider line_type=&#8220;Full Width Line&#8220; line_thickness=&#8220;1&#8243; divider_color=&#8220;default&#8220; custom_height=&#8220;20&#8243;][vc_row_inner column_margin=&#8220;default&#8220; column_direction=&#8220;default&#8220; column_direction_tablet=&#8220;default&#8220; column_direction_phone=&#8220;default&#8220; text_align=&#8220;left&#8220;][vc_column_inner column_padding=&#8220;no-extra-padding&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/2&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][vc_column_text css=&#8220;.vc_custom_1715170842824{margin-top: 25px !important;}&#8220;]\n<p class=\"p1\">Friedberg, 28. August 2023<\/p>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8220;no-extra-padding&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/2&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][vc_column_text css=&#8220;.vc_custom_1693217753740{margin-top: 25px !important;}&#8220;][\/vc_column_text][\/vc_column_inner][\/vc_row_inner][divider line_type=&#8220;Full Width Line&#8220; line_thickness=&#8220;1&#8243; divider_color=&#8220;default&#8220; custom_height=&#8220;20&#8243;][vc_row_inner column_margin=&#8220;default&#8220; column_direction=&#8220;default&#8220; column_direction_tablet=&#8220;default&#8220; column_direction_phone=&#8220;default&#8220; text_align=&#8220;left&#8220;][vc_column_inner column_padding=&#8220;no-extra-padding&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; background_color=&#8220;#ffffff&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/2&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][vc_column_text]<img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10786 \" src=\"https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera-300x165.jpg\" alt=\"pre emposed processing with AI camera\" width=\"589\" height=\"324\" srcset=\"https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera-300x165.jpg 300w, https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera-1024x563.jpg 1024w, https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera-768x422.jpg 768w, https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera-1536x845.jpg 1536w, https:\/\/imago-technologies.com\/wp-content\/uploads\/2023\/08\/pre-emposed-processing-with-AI-camera.jpg 2000w\" sizes=\"auto, (max-width: 589px) 100vw, 589px\" \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 12pt; color: #003d5c;\"><em>Vorabverarbeitung mit AI-Kamera<\/em><\/span><\/p>\n[\/vc_column_text][vc_column_text][\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8220;no-extra-padding&#8220; column_padding_tablet=&#8220;inherit&#8220; column_padding_phone=&#8220;inherit&#8220; column_padding_position=&#8220;all&#8220; top_margin=&#8220;20px&#8220; top_margin_tablet=&#8220;0&#8243; top_margin_phone=&#8220;0&#8243; background_color=&#8220;#ffffff&#8220; background_color_opacity=&#8220;1&#8243; background_hover_color_opacity=&#8220;1&#8243; column_shadow=&#8220;none&#8220; column_border_radius=&#8220;none&#8220; column_link_target=&#8220;_self&#8220; gradient_direction=&#8220;left_to_right&#8220; overlay_strength=&#8220;0.3&#8243; width=&#8220;1\/2&#8243; tablet_width_inherit=&#8220;default&#8220; column_border_width=&#8220;none&#8220; column_border_style=&#8220;solid&#8220; bg_image_animation=&#8220;none&#8220;][vc_column_text]\n<p class=\"p1\"><strong><span class=\"s1\" style=\"font-size: 12pt;\">KI-Kameras erfreuen sich zunehmender Beliebtheit, da sie eine Reihe von Vorteilen gegen\u00fcber herk\u00f6mmlichen Kameras bieten. Einer der Hauptvorteile von KI-Kameras ist ihre F\u00e4higkeit, eine vor- oder nachgelagerte Verarbeitung durchzuf\u00fchren und so die Vorteile von KI mit klassischer Bildverarbeitung zu kombinieren.<\/span><\/strong><\/p>\n<p><span style=\"color: #007589; font-size: 14pt;\">WAS IST PRE-EMPOSED BZW. POST-EMPOSED PROCESSING?<\/span><\/p>\n<p>Pre-emposed processing ist eine Technik, die es KI-Kameras erm\u00f6glicht, die Qualit\u00e4t eines Bildes zu verbessern, bevor es von einem KI-Algorithmus verarbeitet wird. Entsprechend meint Post-Emposed Processing die Bearbeitung des Bildes mit klassischen Bildverarbeitungsmethoden nach der KI-Verarbeitung. Dies kann Aufgaben wie die Entfernung von Rauschen, die Verbesserung des Kontrasts und die Segmentierung von Bildern umfassen.<\/p>\n<p><span style=\"color: #007589; font-size: 14pt;\">DIE VORTEILE VON PRE-EMPOSED PROCESSING\u00a0<\/span><\/p>\n<p>Pre-emposed processing kann die Leistung von KI-Kameras auf verschiedene Weise verbessern. Zu diesen Vorteilen geh\u00f6ren:<\/p>\n<ul style=\"list-style-type: disc;\">\n<li>Reduzierung der zu verarbeitenden Datenmenge, was die Geschwindigkeit und Effizienz der Kamera erh\u00f6hen kann.<\/li>\n<li>die Genauigkeit der Kameraergebnisse verbessern, da sich die Kamera auf bestimmte Objekte oder Szenen konzentrieren kann.<\/li>\n<li>Die Kamera kann Aufgaben ausf\u00fchren, die ohne Pre-emposed-Verarbeitung nicht m\u00f6glich w\u00e4ren, z. B. die Verfolgung von sich bewegenden Objekten oder die Erkennung von Objekten bei schlechten Lichtverh\u00e4ltnissen.<\/li>\n<\/ul>\n<p><span style=\"color: #007589; font-size: 14pt;\">WIE FUNKTIONIERT DIE PRE-EMPOSED-VERARBEITUNG?<\/span><\/p>\n<p>Bei der Pre-emposed-Verarbeitung wird das Bild vor der Aufnahme mit einer Reihe von vorab trainierten Algorithmen analysiert. Welche Algorithmen hier geeignet sind, h\u00e4ngt von der Anwendung ab und ist der Kreativit\u00e4t des Bildverarbeitungsingenieurs \u00fcberlassen.<\/p>\n<p><span style=\"color: #007589; font-size: 14pt;\">PRE-EPMPOSED PROCESSING AM BEISPIEL DER INSPEKTION VON KUGELLAGERN<\/span><\/p>\n<p>Lassen Sie uns ein praktisches Beispiel nehmen. Stellen Sie sich vor, Sie m\u00f6chten KI einsetzen, um Oberfl\u00e4chenfehler an einem Kugellager zu erkennen. Der KI-Algorithmus kann sehr gut Defekte finden, aber er kann das Bild nicht kalibrieren oder die Ergebnisse in Weltkoordinaten ausgeben. An dieser Stelle kommt die Bildvorverarbeitung ins Spiel.<br \/>\nBevor der KI-Algorithmus trainiert wird, kann das Bild mit bekannten Methoden kalibriert werden. Dazu werden Bilder von guten Teilen aufgenommen und diese Bilder verwendet, um der Kamera beizubringen, wie die Teile aussehen sollten. Sobald das Bild kalibriert ist, kann es an den KI-Algorithmus zur Fehlererkennung weitergeleitet werden.<\/p>\n<p>In der Inferenzphase wird das Eingabebild ebenfalls kalibriert, bevor der KI-Algorithmus ausgef\u00fchrt wird. Dadurch wird sichergestellt, dass die Ergebnisse des KI-Algorithmus genau und in Weltkoordinaten sind.<\/p>\n<p><span style=\"color: #007589; font-size: 14pt;\">FAZIT<\/span><\/p>\n<p>Pre-emposed und post-emposed Processing sind leistungsstarke Techniken, die die Leistung von KI-Kameras auf verschiedene Weise verbessern kann.<\/p>\n<p><a href=\"https:\/\/imago-technologies.com\/ai-camera\/\"><span style=\"font-size: 12pt;\"><span style=\"color: #003d5c;\"><span style=\"color: #ec6600;\"><span class=\"s1\">Erfahren Sie mehr \u00fcber die Vision Cam AI.go und kontaktieren Sie uns noch heute f\u00fcr ein pers\u00f6nliches Beratungsgespr\u00e4ch.. <i class=\"icon-default-style iconsmind-Arrow-OutRight extra-color-2\"><\/i><\/span><\/span><\/span><\/span><\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8220;in_container&#8220; full_screen_row_position=&#8220;middle&#8220; column_margin=&#8220;default&#8220; 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