{"id":36695,"date":"2024-01-30T10:02:35","date_gmt":"2024-01-30T06:32:35","guid":{"rendered":"https:\/\/wpadmin.maktabkhooneh.org\/mag\/?p=36695"},"modified":"2026-04-06T16:30:53","modified_gmt":"2026-04-06T13:00:53","slug":"face-recognition-with-matlab","status":"publish","type":"post","link":"https:\/\/maktabkhooneh.org\/mag\/face-recognition-with-matlab\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628"},"content":{"rendered":"\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0627\u0632 \u0645\u062c\u0644\u0647 \u0645\u06a9\u062a\u0648\u0628 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0648\u0633\u0637 <a href=\"https:\/\/maktabkhooneh.org\/mag\/what-is-matlab\/\">\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0644\u0628<\/a> \u0648 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 klt \u0686\u06af\u0648\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u062f\u0641 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0631\u062f \u0633\u0631\u0634 \u0631\u0627 \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f \u06cc\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0639\u0642\u0628 \u06cc\u0627 \u062c\u0644\u0648 \u0631\u0641\u062a\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0641\u0631\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u067e\u06cc\u0634 \u06af\u0641\u062a\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628<\/h2>\n\n\n\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\u060c \u0628\u0627\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc (computer vision) \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0641\u0639\u0627\u0644\u06cc\u062a\u060c \u0627\u06cc\u0645\u0646\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0646\u0638\u0627\u0631\u062a\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u0631\u0627 \u0628\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0648\u0631\u0628\u06cc\u0646\u200c\u0647\u0627\u06cc \u0646\u0635\u0628 \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0641\u0631\u062f\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0648\u0627\u0631\u062f \u0645\u062d\u06cc\u0637 \u0628\u0627\u0646\u06a9 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0647 \u0648\u0633\u06cc\u0644\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0622\u0646 \u0641\u0631\u062f \u0627\u0642\u062f\u0627\u0645 \u06a9\u0631\u062f \u0648 \u0633\u0627\u0628\u0642\u0647 \u0627\u0648 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f. \u06cc\u0627 \u062f\u0631 \u0645\u062b\u0627\u0644\u06cc \u0633\u0637\u062d\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0644\u067e\u200c\u062a\u0627\u067e \u06cc\u0627 \u062a\u0644\u0641\u0646\u200c\u0647\u0627\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"jet-listing-grid--50121\" style=\"\"><div class=\"jet-listing-dynamic-field-block zht-maktab-khooneh-course cb-fb2qc30r\"data-is-block=\"jet-engine\/dynamic-field\"><div class=\"jet-listing-dynamic-field__content\" >\n<div class=\"course-card\">\n    <div class=\"course-card-img\">\n        <img decoding=\"async\" \n            data-src=\"https:\/\/media1.maktabkhooneh.org\/CACHE\/images\/courses\/images\/Poster_1403-08-16-163910251\/2dd70bc314007febd3896ac2dfece4d0.webp?expire=4893471932&#038;token=32b7995ec533a66adb230c052df996ed&#038;md5=MreZXsUzpmrbIwwFLfmW7Q==\" \n            alt=\"\u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628 2022\" \n            title=\"\u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628 2022\" \n            width=\"100%\" \n            height=\"auto\"\n           \n         src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\">\n    <\/div>\n\n    <div class=\"course-details\">\n        <a href=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-%D9%86%D9%88%DB%8C%D8%B3%DB%8C-%D9%85%D8%AA%D9%84%D8%A8-2022-mk2619\/\" class=\"course-title\" target=\"_blank\" rel=\"noopener noreferrer\">\n            \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628 \u06f2\u06f0\u06f2\u06f2        <\/a>\n\n        <div class=\"course-price\">\n            \n                <span class=\"real-price\">\n                                            \u06f1,\u06f0\u06f9\u06f9,\u06f0\u06f0\u06f0                                    <\/span>\n\n                <span>\n                    <span class=\"discounted-price\">\n                        \u06f3\u06f2\u06f9,\u06f7\u06f0\u06f0                    <\/span>\n                    <span class=\"price-currency\">\u062a\u0648\u0645\u0627\u0646<\/span>\n                <\/span>\n\n                                    <div class=\"discount-percentage\">\n                        \u06f7\u06f0%                    <\/div>\n                \n                    <\/div>\n        <button class=\"course-cta-button\" data-course-url=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-%D9%86%D9%88%DB%8C%D8%B3%DB%8C-%D9%85%D8%AA%D9%84%D8%A8-2022-mk2619\/\">\n            \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u062e\u0631\u06cc\u062f        <\/button>\n    <\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0633\u06cc\u0633\u062a\u0645 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u0633\u0647 \u0628\u062e\u0634\u200c \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/li>\n\n\n\n<li>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0635\u0648\u0631\u062a<\/li>\n\n\n\n<li>\u0631\u062f\u06cc\u0627\u0628\u06cc\u0650 \u0686\u0647\u0631\u0647<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" width=\"780\" height=\"470\" src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-1.jpeg\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\" class=\"wp-image-36696\" title=\"\" srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-1.jpeg 780w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-1-300x181.jpeg 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36695-1-768x463.jpeg.webp 768w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644: \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u067e\u0631\u0648\u0698\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\u060c \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0645\u06a9\u0627\u0646 \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u0626\u0648 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0628\u062a\u062f\u0627 \u0627\u0632 \u0634\u06cc\u0621 vision.CascadeObjectDetector \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. vision.CascadeObjectDetector \u06cc\u06a9 \u0634\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062a\u0644\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Viola-Jones (\u0648\u06cc\u0644\u0627 \u062c\u0648\u0646\u0632) \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Viola-Jones \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647 (classifier) \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062e\u0627\u0635 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0631\u062f\u06cc\u0627\u0628 (detector) \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647\u200c\u0647\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u060c \u0627\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u06cc\u06af\u0631 \u0627\u0634\u06cc\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">% Create a cascade detector object.\nfaceDetector = vision.CascadeObjectDetector();\n\n% Read a video frame and run the face detector.\nvideoReader = VideoReader(\"tilted_face.avi\");\nvideoFrame      = readFrame(videoReader);\nbbox            = step(faceDetector, videoFrame);\n\n% Draw the returned bounding box around the detected face.\nvideoFrame = insertShape(videoFrame, \"rectangle\", bbox);\nfigure; imshow(videoFrame); title(\"Detected face\");<\/pre>\n\n\n\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u06a9\u062f\u0647\u0627\u06cc \u062c\u0627\u0644\u0628 \u0645\u062a\u0644\u0628\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0627\u062f\u0631 \u0627\u0648\u0644 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648 \u0633\u067e\u0633 \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u06f4 \u0646\u0642\u0637\u0647 \u0627\u0635\u0644\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0631\u062e\u0634 \u0648 \u062d\u0631\u06a9\u062a \u062c\u0633\u0645 \u0636\u0631\u0648\u0631\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u06a9\u062f \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u062e\u0637 \u06a9\u062f \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">% Convert the first box into a list of 4 points\n% This is needed to be able to visualize the rotation of the object.\nbboxPoints = bbox2points(bbox(1, :));<\/pre>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646\u06a9\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0686\u0647\u0631\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0648\u06cc\u062f\u0626\u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f \u0648 \u0627\u062f\u0627\u0645\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f\u060c \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Kanade-Lucas-Tomasi (KLT) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. KLT \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u062f\u06cc\u0627\u0628\u06cc\u0650 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0646\u0642\u0637\u0647\u200c\u0627\u06cc \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062a\u0648\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062c\u0627\u0644\u0628 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0639\u0631\u0641\u06cc \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0633\u0627\u0644 \u06f1\u06f9\u06f8\u06f1 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u062f \u0648 \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u0628\u0647 \u06cc\u06a9 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0634\u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u062d\u0627\u0644\u062a \u0622\u0628\u0634\u0627\u0631\u06cc (cascade) \u0634\u06cc \u0631\u062f\u06cc\u0627\u0628 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u0627\u0645\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u062e\u06cc\u0644\u06cc \u0633\u062e\u062a \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647\u200c\u0639\u0644\u0627\u0648\u0647 \u0648\u0642\u062a\u06cc \u0633\u0648\u0698\u0647 \u0633\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0686\u0631\u062e\u0627\u0646\u062f \u06cc\u0627 \u06a9\u062c \u06a9\u0646\u062f\u060c \u062f\u06cc\u06af\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0628\u0627 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0631\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 KLT \u0628\u0647 \u06a9\u0645\u06a9 \u0645\u0627 \u0645\u06cc\u200c\u0622\u06cc\u062f \u062a\u0627 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648 \u0631\u0627 \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"jet-listing-grid--50192\" style=\"\"><style><\/style><section class=\"zht-related-post\" itemscope=\"\" itemtype=\"https:\/\/schema.org\/Article\" role=\"region\"\n  aria-label=\"Related article\">\n  <div class=\"zht-related-post-section-label\">\n    \u0645\u0637\u0627\u0644\u0628 \u0645\u0631\u062a\u0628\u0637\n  <\/div>\n  <img decoding=\"async\" width=\"300\" height=\"181\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36689-1-300x181.png.webp\" class=\"attachment-medium size-medium wp-post-image lazyload\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u06af\u0631\u0627\u0644 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0645\u0644 \u0648 \u0633\u0627\u062f\u0647\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36689-1-300x181.png.webp 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36689-1-768x463.png.webp 768w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36689-1.png 780w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/181;\">\n  <a href=\"https:\/\/maktabkhooneh.org\/mag\/integration-in-matlab\/\" class=\"zht-related-post-title\"\n    itemprop=\"headline\" target=\"_blank\">\u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u06af\u0631\u0627\u0644 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u062a\u0644\u0628 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647<\/a>\n<\/section><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc<\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 KLT \u0646\u0642\u0627\u0637 \u0645\u0647\u0645 \u0631\u0627 \u062f\u0631 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f. \u0628\u0639\u062f \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0646\u0648\u0628\u062a \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0647\u0645\u0627\u0646 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0642\u0627\u0628\u0644 \u200c\u0627\u0639\u062a\u0645\u0627\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u06a9\u062f\u0647\u0627\u06cc \u0632\u06cc\u0631\u060c \u0631\u062f\u06cc\u0627\u0628 \u0646\u0642\u0627\u0637 \u0628\u0631\u062c\u0633\u062a\u0647 \u0648 \u0648\u06cc\u0698\u0647 \u0631\u0627 \u062f\u0631 \u0628\u062e\u0634 \u0635\u0648\u0631\u062a \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">points = detectMinEigenFeatures(im2gray(videoFrame), \"ROI\", bbox);\n\n% Display the detected points.\nfigure, imshow(videoFrame), hold on, title(\"Detected features\");\nplot(points);<\/pre>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"780\" height=\"470\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-2.jpeg\" alt=\"\u0646\u062d\u0648\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\" class=\"wp-image-36697 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-2.jpeg 780w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36695-2-300x181.jpeg.webp 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36695-2-768x463.jpeg.webp 768w\" data-sizes=\"(max-width: 780px) 100vw, 780px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 780px; --smush-placeholder-aspect-ratio: 780\/470;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0628\u0647 \u0631\u062f\u06cc\u0627\u0628<\/h3>\n\n\n\n<p>\u062d\u0627\u0644 \u06a9\u0647 \u0646\u0642\u0627\u0637 \u0628\u0631\u062c\u0633\u062a\u0647 \u0648 \u0648\u06cc\u0698\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0634\u06cc vision.PointTracker System \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0647\u0631 \u0646\u0642\u0637\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0634\u0648\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0647\u0631 \u0646\u0642\u0637\u0647 \u062f\u0631 \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062f\u0631 \u0641\u0631\u06cc\u0645 \u0628\u0639\u062f\u06cc \u0631\u062f\u06cc\u0627\u0628 \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0647\u0645\u0627\u0646 \u0646\u0642\u0637\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0627\u0632 \u062a\u0627\u0628\u0639 estimateGeometricTransform2D \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0637\u0648\u0631 \u062a\u062e\u0645\u06cc\u0646\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0686\u0631\u062e\u0634\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0642\u062f\u06cc\u0645\u06cc \u0648 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0631\u0648\u06cc \u06a9\u0627\u062f\u0631\u06cc \u06a9\u0647 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0647 \u0646\u06cc\u0632 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">pointTracker = vision.PointTracker(\"MaxBidirectionalError\", 2);\n\n% Initialize the tracker with the initial point locations and the initial\n% video frame.\npoints = points.Location;\ninitialize(pointTracker, points, videoFrame);<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u06cc\u062c\u0627\u062f \u067e\u062e\u0634 \u06a9\u0646\u0646\u062f\u0647 \u0648\u06cc\u062f\u0626\u0648 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/h3>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u06cc\u062c\u0647 \u06a9\u0627\u0631\u060c \u06cc\u06a9 \u0634\u06cc \u067e\u062e\u0634\u200c\u06a9\u0646\u0646\u062f\u0647 \u0648\u06cc\u062f\u0626\u0648 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">videoPlayer  = vision.VideoPlayer(\"Position\",...\n    [\u06f1\u06f0\u06f0 \u06f1\u06f0\u06f0 [size(videoFrame, 2), size(videoFrame, 1)]+30]);<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u0633\u0648\u0645: \u0631\u062f\u06cc\u0627\u0628\u06cc \u0686\u0647\u0631\u0647<\/h2>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\u060c \u0628\u0647 \u06a9\u0645\u06a9 \u062a\u0648\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647\u060c \u0631\u062f\u06cc\u0627\u0628 \u0631\u0627 \u0641\u0639\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0646\u0642\u0627\u0637 \u0648\u06cc\u0698\u0647 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0627\u0632 \u0641\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u06cc\u0645 \u062f\u06cc\u06af\u0631\u06cc\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u062a\u0627\u0628\u0639 estimateGeometricTransform2D \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u06cc\u0632\u0627\u0646 \u062d\u0631\u06a9\u062a \u0635\u0648\u0631\u062a \u0631\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0628\u0632\u0646\u06cc\u0645.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">oldPoints = points;\n\nwhile hasFrame(videoReader)\n    % get the next frame\n    videoFrame = readFrame(videoReader);\n\n    % Track the points. Note that some points may be lost.\n    [points, isFound] = step(pointTracker, videoFrame);\n    visiblePoints = points(isFound, :);\n    oldInliers = oldPoints(isFound, :);\n    \n    if size(visiblePoints, 1) &gt;= 2 % need at least 2 points\n        \n        % Estimate the geometric transformation between the old points\n        % and the new points and eliminate outliers\n        [xform, inlierIdx] = estimateGeometricTransform2D(...\n            oldInliers, visiblePoints, \"similarity\", \"MaxDistance\", 4);\n        oldInliers    = oldInliers(inlierIdx, :);\n        visiblePoints = visiblePoints(inlierIdx, :);\n        \n        % Apply the transformation to the bounding box points\n        bboxPoints = transformPointsForward(xform, bboxPoints);\n                \n        % Insert a bounding box around the object being tracked\n        bboxPolygon = reshape(bboxPoints', 1, []);\n        videoFrame = insertShape(videoFrame, \"polygon\", bboxPolygon, ...\n            \"LineWidth\", 2);\n                \n        % Display tracked points\n        videoFrame = insertMarker(videoFrame, visiblePoints, \"+\", ...\n            \"MarkerColor\", \"white\");       \n        \n        % Reset the points\n        oldPoints = visiblePoints;\n        setPoints(pointTracker, oldPoints);        \n    end\n    \n    % Display the annotated video frame using the video player object\n    step(videoPlayer, videoFrame);\nend\n\n% Clean up\nrelease(videoPlayer);<\/pre>\n\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u06a9\u062f \u0628\u0627\u0644\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"780\" height=\"470\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-3.jpeg\" alt=\"\u06a9\u062f\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\" class=\"wp-image-36698 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-3.jpeg 780w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2024\/01\/word-image-36695-3-300x181.jpeg 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2024\/01\/word-image-36695-3-768x463.jpeg.webp 768w\" data-sizes=\"(max-width: 780px) 100vw, 780px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 780px; --smush-placeholder-aspect-ratio: 780\/470;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0633\u062e\u0646 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/h2>\n\n\n\n<p>\u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u200c\u0647\u0627\u06cc \u0646\u0648\u0634\u062a\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628 \u062c\u0630\u0627\u0628 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628\u060c \u062f\u0631 \u0686\u0646\u062f \u0628\u062e\u0634 \u06a9\u0648\u062a\u0627\u0647 \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u062f\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0644\u0628 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0686\u0647\u0631\u0647 \u0633\u0627\u062f\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06cc\u06a9 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0628\u0627 \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0631\u06cc\u0646 \u062f\u0647\u06cc\u062f \u0648 \u0627\u0632 \u062f\u0648\u0633\u062a\u0627\u0646 \u0648 \u0622\u0634\u0646\u0627\u06cc\u0627\u0646 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0627 \u0622\u0646 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0645\u0644 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0644\u0628 \u062f\u0631 \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647<\/h2>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0644\u0628 \u0628\u0648\u062f. \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u062f\u0648\u0631\u0647\u200c \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u0644\u0628 \u062f\u0631 \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n\n\n<div class=\"jet-listing-grid--50121\" style=\"\"><div class=\"jet-listing-dynamic-field-block zht-maktab-khooneh-course cb-fb2qc30r\"data-is-block=\"jet-engine\/dynamic-field\"><div class=\"jet-listing-dynamic-field__content\" >\n<div class=\"course-card\">\n    <div class=\"course-card-img\">\n        <img decoding=\"async\" \n            data-src=\"https:\/\/media1.maktabkhooneh.org\/CACHE\/images\/courses\/images\/1000150843_2_1404-10-17-142033821\/5c27e5b4cb08463583646f64b89cbfa9.webp?expire=4893471932&#038;token=767d8e0706eff7f6e7b8f14c6d82a5f5&#038;md5=dn2OBwbv9_bnuPFMbYKl9Q==\" \n            alt=\"\u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 MATLAB (\u0645\u062a\u0644\u0628)\" \n            title=\"\u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 MATLAB (\u0645\u062a\u0644\u0628)\" \n            width=\"100%\" \n            height=\"auto\"\n           \n         src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\">\n    <\/div>\n\n    <div class=\"course-details\">\n        <a href=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D9%85%D9%82%D8%AF%D9%85%D8%A7%D8%AA%DB%8C-%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87-%D9%86%D8%B1%D9%85%D8%A7%D9%81%D8%B2%D8%A7%D8%B1-matlab-mk4572\/\" class=\"course-title\" target=\"_blank\" rel=\"noopener noreferrer\">\n            \u0622\u0645\u0648\u0632\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 MATLAB (\u0645\u062a\u0644\u0628)        <\/a>\n\n        <div class=\"course-price\">\n            \n                <span class=\"real-price\">\n                                            \u06f1,\u06f1\u06f9\u06f9,\u06f0\u06f0\u06f0                                    <\/span>\n\n                <span>\n                    <span class=\"discounted-price\">\n                        \u06f7\u06f1\u06f9,\u06f4\u06f0\u06f0                    <\/span>\n                    <span class=\"price-currency\">\u062a\u0648\u0645\u0627\u0646<\/span>\n                <\/span>\n\n                                    <div class=\"discount-percentage\">\n                        \u06f4\u06f0%                    <\/div>\n                \n                    <\/div>\n        <button class=\"course-cta-button\" data-course-url=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D9%85%D9%82%D8%AF%D9%85%D8%A7%D8%AA%DB%8C-%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87-%D9%86%D8%B1%D9%85%D8%A7%D9%81%D8%B2%D8%A7%D8%B1-matlab-mk4572\/\">\n            \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u062e\u0631\u06cc\u062f        <\/button>\n    <\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u06cc\u06af\u0627\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f. \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647 \u0647\u0645\u0648\u0627\u0631\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u062a\u062e\u0641\u06cc\u0641\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0648 \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062a\u0645\u0627\u0645\u06cc <a href=\"https:\/\/maktabkhooneh.org\/learn\/matlab\/\">\u0622\u0645\u0648\u0632\u0634\u200c \u0647\u0627\u06cc \u0645\u062a\u0644\u0628<\/a> \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647 \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u0645\u0646\u0628\u0639 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628: <a href=\"https:\/\/www.mathworks.com\/help\/vision\/ug\/face-detection-and-tracking-using-the-klt-algorithm.html\" rel=\"nofollow noopener\" target=\"_blank\">mathworks<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0627\u0632 \u0645\u062c\u0644\u0647 \u0645\u06a9\u062a\u0648\u0628 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u0645\u062a\u0644\u0628 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0648\u0633\u0637 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0644\u0628 \u0648 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 klt \u0686\u06af\u0648\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u062f\u0641 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0631\u062f \u0633\u0631\u0634 \u0631\u0627 \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f \u06cc\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 [&hellip;]<\/p>\n","protected":false},"author":28,"featured_media":36699,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,27],"tags":[],"class_list":["post-36695","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programming-and-it-training","category-engineering"],"_links":{"self":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/36695","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/users\/28"}],"replies":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/comments?post=36695"}],"version-history":[{"count":4,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/36695\/revisions"}],"predecessor-version":[{"id":65761,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/36695\/revisions\/65761"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/media\/36699"}],"wp:attachment":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/media?parent=36695"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/categories?post=36695"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/tags?post=36695"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}