{"id":21070,"date":"2026-02-11T10:31:46","date_gmt":"2026-02-11T09:31:46","guid":{"rendered":"https:\/\/automation-inside.com\/?p=21070"},"modified":"2026-02-11T11:32:31","modified_gmt":"2026-02-11T10:32:31","slug":"teknologi-ai-yang-manakah-digunakan-dalam-pemprosesan-imej-perindustrian","status":"publish","type":"post","link":"https:\/\/we.automation-inside.com\/ms\/teknologi-ai-yang-manakah-digunakan-dalam-pemprosesan-imej-perindustrian\/","title":{"rendered":"Teknologi AI yang manakah digunakan dalam pemprosesan imej perindustrian?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"21070\" class=\"elementor elementor-21070 elementor-13689\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f9bb731 e-flex e-con-boxed e-con e-parent\" data-id=\"f9bb731\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6438a4a e-con-full e-flex e-con e-child\" data-id=\"6438a4a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9bea727 elementor-widget elementor-widget-global elementor-global-8182 elementor-global-10 elementor-widget-post-info\" data-id=\"9bea727\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7119e78 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/ai\/\" class=\"elementor-post-info__terms-list-item\">AI<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/kamera-pintar-2\/\" class=\"elementor-post-info__terms-list-item\">Kamera Pintar<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/kawalan-kualiti\/\" class=\"elementor-post-info__terms-list-item\">Kawalan kualiti<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/ocr-mendalam\/\" class=\"elementor-post-info__terms-list-item\">OCR mendalam<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/pemprosesan-imej-industri\/\" class=\"elementor-post-info__terms-list-item\">Pemprosesan imej industri<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/pengelasan\/\" class=\"elementor-post-info__terms-list-item\">Pengelasan<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ms\/tag\/sensor-penglihatan-2\/\" class=\"elementor-post-info__terms-list-item\">Sensor penglihatan<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e658e6 elementor-widget elementor-widget-global elementor-global-7823 elementor-global-34 elementor-widget-theme-post-title\" data-id=\"3e658e6\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Teknologi AI yang manakah digunakan dalam pemprosesan imej perindustrian?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fe08fb elementor-widget elementor-widget-text-editor\" data-id=\"0fe08fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Bagaimana kecerdasan buatan merevolusikan kawalan kualiti perindustrian<\/strong><\/p><p>Kecerdasan Buatan (AI) bukan lagi teknologi masa hadapan \u2013 ia merupakan bahagian penting dalam sistem pemprosesan imej perindustrian moden. Daripada kawalan kualiti dan pengesanan kecacatan kepada pengecaman aksara optik: Kaedah yang disokong AI membolehkan tugasan visual yang kompleks diselesaikan dengan andal, cepat dan automatik. <\/p><p><em>Tetapi teknologi AI khusus yang manakah digunakan? Dan bagaimana ia berbeza dari segi fungsi dan bidang aplikasinya? <\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc879f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"4bc879f\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung.jpg\" class=\"attachment-full size-full wp-image-21071\" alt=\"Pemprosesan imej perindustrian dengan sokongan AI\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung.jpg 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-1536x864.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Kecerdasan buatan dalam pemprosesan imej perindustrian<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64b214f elementor-widget elementor-widget-text-editor\" data-id=\"64b214f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>1. Pengelasan<\/strong><\/h2><p><strong>Asas setiap analisis imej yang disokong AI<\/strong><\/p><p>Semasa <strong>pengelasan,<\/strong> imej atau bahagian imej diberikan kepada satu atau lebih kelas yang telah ditetapkan. Oleh itu, AI mengenali <strong>&#8220;apa&#8221;<\/strong> yang kelihatan dalam imej \u2013 contohnya, objek tertentu, kategori komponen atau keadaan kesalahan. <\/p><p>Perbezaan dibuat antara pengelasan <strong>berbilang kelas<\/strong> dan <strong>berbilang label<\/strong> :<\/p><p> <\/p><h3><strong>Pengelasan berbilang kelas<\/strong><\/h3><figure id=\"attachment_13692\" aria-describedby=\"caption-attachment-13692\" style=\"width: 500px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-13692\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-300x169.png\" alt=\"Pengelasan skru berbilang kelas\" width=\"500\" height=\"281\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class.png 1920w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption id=\"caption-attachment-13692\" class=\"wp-caption-text\">Pengelasan: Pelbagai Kelas<\/figcaption><\/figure><p>Di sini, setiap imej <strong>hanya boleh diberikan kepada satu kelas<\/strong> .<br> Contoh:<\/p><ul><li>Pengecaman objek: &#8220;skru&#8221;<\/li><li>Pengelasan ralat: &#8220;OK&#8221; (tiada kecacatan) atau &#8220;NOK&#8221; (cacat)<\/li><\/ul><p><br>Kelas-kelas tersebut saling eksklusif. Skru tidak boleh menjadi &#8220;OK&#8221; dan &#8220;NOK&#8221; pada masa yang sama. <\/p><p>Pengelasan jenis ini kerap digunakan dalam <strong>kawalan kualiti<\/strong> atau <strong>tugasan pengisihan<\/strong> di mana tugasan yang jelas diperlukan.<\/p><p> <\/p><h3><strong>Pengelasan berbilang label<\/strong><\/h3><figure id=\"attachment_13693\" aria-describedby=\"caption-attachment-13693\" style=\"width: 500px\" class=\"wp-caption alignleft\"><img decoding=\"async\" class=\"wp-image-13693\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-300x169.png\" alt=\"Pengelasan skru berbilang label\" width=\"500\" height=\"281\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label.png 1920w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption id=\"caption-attachment-13693\" class=\"wp-caption-text\">Pengelasan: Berbilang label<\/figcaption><\/figure><p>Sebaliknya, dalam pengelasan berbilang label, imej boleh tergolong <strong>dalam beberapa kelas secara serentak<\/strong> .<br> Contoh:<\/p><ul><li>Pengecaman objek: &#8220;skru&#8221; <strong>dan<\/strong> &#8220;paku&#8221;<\/li><li>Klasifikasi kecacatan: &#8220;Kemek&#8221; <strong>dan<\/strong> &#8220;Calar&#8221;<\/li><\/ul><p>Oleh kerana ciri-ciri ini tidak saling eksklusif, sesuatu objek boleh mempamerkan beberapa jenis kecacatan secara serentak.<br> Kaedah ini sesuai untuk analisis kualiti yang kompleks di mana <strong>pelbagai ciri atau kecacatan perlu dikesan secara selari<\/strong> .<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-312840c elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7196 elementor-global-337 elementor-widget-divider\" data-id=\"312840c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-659891c elementor-widget elementor-widget-text-editor\" data-id=\"659891c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>2. Pengecaman Objek<\/strong><\/h2><p><strong>Di mana objek berada \u2013 bukan sekadar apa sebenarnya objek itu.<\/strong><\/p><p>Walaupun pengelasan menilai keseluruhan imej, <strong>pengesanan objek<\/strong> melangkah lebih jauh: ia mengesan <strong>berbilang objek dalam imej<\/strong> , menempatkannya dan memberikan setiap satunya kelas.<\/p><p>Kedudukan-kedudukan tersebut diterangkan oleh apa yang dipanggil <strong>kotak sempadan<\/strong> . Setiap kotak menandakan <strong>lokasi<\/strong> objek dan <strong>kategori mana<\/strong> ia tergolong. <\/p><p>Terdapat dua jenis:<\/p><h3><strong>Pengesanan objek selari paksi<\/strong><\/h3><p>Kotak sempadan diselaraskan <strong>selari dengan paksi imej<\/strong> . Kaedah ini cekap dari segi pengiraan dan sesuai untuk objek piawai dengan orientasi yang jelas. <\/p><h3><strong>Pengecaman objek berorientasikan<\/strong><\/h3><p>Di sini, kotak sempadan dilaraskan <strong>kepada orientasi sebenar<\/strong> objek. Ini membolehkan <strong>objek yang terletak pada sudut atau berputar<\/strong> dikesan dengan tepat \u2013 satu kelebihan utama untuk aplikasi dengan kedudukan berubah-ubah, seperti komponen pada tali sawat. <\/p><p>Pengecaman objek amat berguna untuk tugas-tugas seperti:<\/p><ul><li>Komponen pengiraan dan kedudukan<\/li><li>Mengesan penyimpangan kedudukan<\/li><li>Pengisihan dan pembungkusan automatik<\/li><\/ul><figure id=\"attachment_13706\" aria-describedby=\"caption-attachment-13706\" style=\"width: 1920px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-13706\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection.png\" alt=\"Pengecaman objek berkuasa AI dengan kotak sempadan\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection.png 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-1536x864.png 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><figcaption id=\"caption-attachment-13706\" class=\"wp-caption-text\">Pengecaman objek untuk kedudukan dan pengenalpastian<\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2f95f elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7196 elementor-global-337 elementor-widget-divider\" data-id=\"ab2f95f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a72d048 elementor-widget elementor-widget-text-editor\" data-id=\"a72d048\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>3. Segmentasi<\/h2><p><strong>Analisis tepat piksel untuk ketepatan maksimum<\/strong><\/p><figure id=\"attachment_13707\" aria-describedby=\"caption-attachment-13707\" style=\"width: 700px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13707\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-300x169.png\" alt=\"Segmentasi komponen dan kawasan kecacatan yang tepat piksel\" width=\"700\" height=\"394\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation.png 1920w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption id=\"caption-attachment-13707\" class=\"wp-caption-text\">Segmentasi untuk ketepatan perincian maksimum<\/figcaption><\/figure><p><strong>Segmentasi<\/strong> merupakan peringkat analisis imej yang disokong AI yang paling halus. Di sini, bukan sahaja objek dikenali secara keseluruhan, malah <strong>setiap piksel individu<\/strong> dalam imej diberikan kelas. <\/p><p>Hasilnya: <strong>Penentuan tepat<\/strong> objek, kawasan dan zon ralat.<br> Contoh:<\/p><ul><li>Pemisahan &#8220;skru&#8221;, &#8220;paku&#8221; dan &#8220;latar belakang&#8221;<\/li><li>Pengesanan <strong>kecacatan cat kecil, calar atau pencemaran<\/strong><\/li><\/ul><p> <\/p><p><br>Kaedah ini amat cekap apabila <strong>ketepatan perincian<\/strong> diperlukan \u2013 contohnya dalam <strong>pemeriksaan permukaan<\/strong> , <strong>ujian jahitan kimpalan<\/strong> atau <strong>kawalan kualiti optik<\/strong> salutan dan filem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49c6847 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7196 elementor-global-337 elementor-widget-divider\" data-id=\"49c6847\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b73a0ce elementor-widget elementor-widget-text-editor\" data-id=\"b73a0ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>4. Aplikasi khas: OCR mendalam dan model AI lain<\/h2><p><strong>Apabila penglihatan mesin menjadi bacaan<\/strong><\/p><p>Selain model yang telah ditetapkan untuk pengelasan, pengecaman objek dan segmentasi, semakin banyak syarikat bergantung pada <strong>model AI terlatih khusus aplikasi<\/strong> .<\/p><p>Satu contohnya ialah <strong>pengecaman aksara optik (OCR)<\/strong> menggunakan <strong>pembelajaran mendalam<\/strong> \u2013 singkatan daripada <strong>Deep OCR<\/strong> .<\/p><p>Walaupun sistem OCR tradisional bergantung pada fon yang berstruktur dengan jelas dan latar belakang yang seragam, Deep OCR menggunakan <strong>rangkaian saraf mendalam<\/strong> yang dilatih pada <strong>sejumlah besar imej teks dunia sebenar<\/strong> . Ini membolehkan sistem untuk: <\/p><ul><li>Mengenal huruf dan nombor dengan saiz fon yang berubah-ubah<\/li><li>Membaca teks pada <strong>permukaan yang tidak rata atau berkilat<\/strong><\/li><li>Malah mentafsir <strong>cetakan yang rosak atau diubah suai<\/strong> dengan betul<\/li><\/ul><p> <\/p><p>Teknologi ini merupakan satu pencapaian penting untuk aplikasi seperti:<\/p><ul><li><strong>Membaca label, kod bar dan nombor siri<\/strong><\/li><li><strong>Pengesahan pengenalpastian kelompok<\/strong><\/li><li><strong>Kebolehkesanan dalam pengeluaran<\/strong><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7e8f11 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7196 elementor-global-337 elementor-widget-divider\" data-id=\"d7e8f11\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ffb985 elementor-widget elementor-widget-text-editor\" data-id=\"9ffb985\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>Kesimpulan<\/h2><p><strong>AI menjadikan pemprosesan imej perindustrian lebih pintar, lebih tepat dan lebih fleksibel.<\/strong><\/p><p>Integrasi <strong>kecerdasan buatan<\/strong> ke dalam pemprosesan imej perindustrian membolehkan senario aplikasi yang serba baharu.<\/p><ul><li><strong>Pengelasan<\/strong> mengenal pasti <em>apa<\/em> itu objek.<\/li><li><strong>Pengecaman objek<\/strong> menentukan <em>di mana<\/em> ia berada.<\/li><li><strong>Segmentasi<\/strong> memisahkannya daripada latar belakang <em>dengan ketepatan piksel yang sempurna<\/em> .<\/li><li><strong>OCR mendalam<\/strong> membaca <em>apa yang tertulis di atasnya.<\/em><\/li><\/ul><p>Kamera pintar dan sensor penglihatan moden, yang telah mengintegrasikan algoritma penilaian yang disokong AI, membolehkan proses direka bentuk <strong>dengan lebih pantas, lebih andal dan lebih adaptif<\/strong> .<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b34fd1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1b34fd1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.wenglor.com\/s\/KI+in+der+Bildverarbeitung\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Ketahui lebih lanjut tentang AI dalam pemprosesan imej sekarang!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc2cd4 elementor-widget elementor-widget-global elementor-global-7863 elementor-global-22 elementor-widget-spacer\" data-id=\"6bc2cd4\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-170e228 e-con-full elementor-hidden-mobile elementor-hidden-tablet e-flex e-con e-child\" data-id=\"170e228\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9577fc8 elementor-grid-1 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"9577fc8\" data-element_type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;1&quot;,&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24027 post type-post status-publish format-standard has-post-thumbnail hentry category-asas tag-kawalan-tahap tag-leveltech tag-penderia-cincin-induktif tag-penghalang-refleks-cermin tag-pengukuran-aras tag-sensor-jarak-laser tag-sensor-jarak-ultrasonik\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-tahap-pengisian-boleh-diukur-dengan-pasti-tanpa-mengira-bahan-dan-medium\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24028\" alt=\"Pengukuran tahap pengisian yang tepat \u2013 tanpa sentuh dan boleh dipercayai\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-tahap-pengisian-boleh-diukur-dengan-pasti-tanpa-mengira-bahan-dan-medium\/\" >\n\t\t\t\tBagaimanakah tahap pengisian boleh diukur dengan pasti \u2013 tanpa mengira bahan dan medium?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 23, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-tahap-pengisian-boleh-diukur-dengan-pasti-tanpa-mengira-bahan-dan-medium\/\" aria-label=\"Baca lebih lanjut tentang Bagaimanakah tahap pengisian boleh diukur dengan pasti \u2013 tanpa mengira bahan dan medium?\" tabindex=\"-1\" >\n\t\t\tKepada artikel\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24956 post type-post status-publish format-standard has-post-thumbnail hentry category-aplikasi tag-automotif tag-kamera-pintar-b60 tag-pembacaan-kod\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-kod-pada-papan-pemuka-boleh-dibaca-dengan-pasti-dari-jarak-jauh\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24958\" alt=\"Papan pemuka kereta dengan label kod terpaku di atasnya\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-kod-pada-papan-pemuka-boleh-dibaca-dengan-pasti-dari-jarak-jauh\/\" >\n\t\t\t\tBagaimanakah kod pada papan pemuka boleh dibaca dengan pasti dari jarak jauh?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 17, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-kod-pada-papan-pemuka-boleh-dibaca-dengan-pasti-dari-jarak-jauh\/\" aria-label=\"Baca lebih lanjut tentang Bagaimanakah kod pada papan pemuka boleh dibaca dengan pasti dari jarak jauh?\" tabindex=\"-1\" >\n\t\t\tKepada artikel\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24934 post type-post status-publish format-standard has-post-thumbnail hentry category-aplikasi tag-pengecaman-objek tag-permukaan-gelap tag-storan-teluk-tinggi tag-ujian-dokumen\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-penghunian-petak-rak-boleh-dikesan-dengan-pasti-untuk-objek-berkilat-dan-hitam\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"300\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg\" class=\"attachment-medium size-medium wp-image-19453\" alt=\"\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg 262w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-895x1024.jpeg 895w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-768x878.jpeg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1343x1536.jpeg 1343w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1791x2048.jpeg 1791w\" sizes=\"(max-width: 262px) 100vw, 262px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-penghunian-petak-rak-boleh-dikesan-dengan-pasti-untuk-objek-berkilat-dan-hitam\/\" >\n\t\t\t\tBagaimanakah penghunian petak rak boleh dikesan dengan pasti untuk objek berkilat dan hitam?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 16, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ms\/bagaimanakah-penghunian-petak-rak-boleh-dikesan-dengan-pasti-untuk-objek-berkilat-dan-hitam\/\" aria-label=\"Baca lebih lanjut tentang Bagaimanakah penghunian petak rak boleh dikesan dengan pasti untuk objek berkilat dan hitam?\" tabindex=\"-1\" >\n\t\t\tKepada artikel\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f13fdf e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3f13fdf\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4d7e25 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"a4d7e25\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab61749 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7196 elementor-global-337 elementor-widget-divider\" data-id=\"ab61749\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e1ead7 e-con-full e-flex e-con e-child\" data-id=\"3e1ead7\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3423378 e-con-full e-flex e-con e-child\" data-id=\"3423378\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b19cdee elementor-widget elementor-widget-heading\" data-id=\"b19cdee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">pengarang<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-426ff13 elementor-widget elementor-widget-spacer\" data-id=\"426ff13\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2905a9c elementor-widget elementor-widget-author-box\" data-id=\"2905a9c\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/we.automation-inside.com\/wp-content\/plugins\/elementor\/assets\/images\/placeholder.png\" alt=\"Picture of Max Mustermann\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tMax Mustermann\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Tajuk kerja<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1efd648 e-con-full e-flex e-con e-child\" data-id=\"1efd648\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-837b93b elementor-widget elementor-widget-spacer\" data-id=\"837b93b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Kecerdasan buatan sedang merevolusikan pemprosesan imej perindustrian: pengelasan, pengecaman objek, segmentasi dan OCR mendalam membolehkan kawalan kualiti automatik yang tepat \u2013 lebih pantas dan lebih andal berbanding sebelum ini.<\/p>\n","protected":false},"author":6,"featured_media":21071,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[1739],"tags":[1444,6072,2532,2809,2110,6073,3417],"class_list":["post-21070","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-asas","tag-ai","tag-kamera-pintar-2","tag-kawalan-kualiti","tag-ocr-mendalam","tag-pemprosesan-imej-industri","tag-pengelasan","tag-sensor-penglihatan-2"],"_links":{"self":[{"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/posts\/21070","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/comments?post=21070"}],"version-history":[{"count":3,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/posts\/21070\/revisions"}],"predecessor-version":[{"id":21077,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/posts\/21070\/revisions\/21077"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/media\/21071"}],"wp:attachment":[{"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/media?parent=21070"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/categories?post=21070"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ms\/wp-json\/wp\/v2\/tags?post=21070"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}