{"id":26099,"date":"2024-11-24T12:18:20","date_gmt":"2024-11-24T05:18:20","guid":{"rendered":"https:\/\/news.ict.mahidol.ac.th\/th\/?p=26099"},"modified":"2024-11-25T12:26:36","modified_gmt":"2024-11-25T05:26:36","slug":"yolo-for-custom-object-detection-training","status":"publish","type":"post","link":"https:\/\/news.ict.mahidol.ac.th\/th\/yolo-for-custom-object-detection-training\/","title":{"rendered":"\u0e04\u0e13\u0e30 ICT \u0e21.\u0e21\u0e2b\u0e34\u0e14\u0e25 (ICT Mahidol) \u0e08\u0e31\u0e14\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21\u0e40\u0e0a\u0e34\u0e07\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23 \u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23 \u201cYOLO for Custom Object Detection: A Hands-On Guide\u201d"},"content":{"rendered":"<div id=\"cmsmasters_row_rfh17rswee\" class=\"cmsmasters_row cmsmasters_color_scheme_default cmsmasters_row_top_default cmsmasters_row_bot_default cmsmasters_row_boxed\">\n<div class=\"cmsmasters_row_outer_parent\">\n<div class=\"cmsmasters_row_outer\">\n<div class=\"cmsmasters_row_inner\">\n<div class=\"cmsmasters_row_margin\">\n<div id=\"cmsmasters_column_8zaq56xhoc\" class=\"cmsmasters_column one_first\">\n<div class=\"cmsmasters_column_inner\"><div class=\"cmsmasters_text\">\n<p style=\"text-align: justify;\">\u0e27\u0e31\u0e19\u0e17\u0e35\u0e48 23 &#8211; 24 \u0e1e\u0e24\u0e28\u0e08\u0e34\u0e01\u0e32\u0e22\u0e19 2567 \u0e04\u0e13\u0e30\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e2a\u0e32\u0e23\u0e2a\u0e19\u0e40\u0e17\u0e28\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e2a\u0e37\u0e48\u0e2d\u0e2a\u0e32\u0e23 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e21\u0e2b\u0e34\u0e14\u0e25 (ICT Mahidol) \u0e08\u0e31\u0e14\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21\u0e40\u0e0a\u0e34\u0e07\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23 \u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23 \u201cYOLO for Custom Object Detection: A Hands-On Guide\u201d \u0e42\u0e14\u0e22\u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e40\u0e01\u0e35\u0e22\u0e23\u0e15\u0e34\u0e08\u0e32\u0e01 \u0e14\u0e23.\u0e2a\u0e38\u0e23\u0e40\u0e14\u0e0a \u0e2d\u0e34\u0e19\u0e17\u0e01\u0e23\u0e13\u0e4c \u0e2d\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c\u0e1b\u0e23\u0e30\u0e08\u0e33\u0e01\u0e25\u0e38\u0e48\u0e21\u0e27\u0e34\u0e0a\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e01\u0e32\u0e23\u0e04\u0e2d\u0e21\u0e1e\u0e34\u0e27\u0e40\u0e15\u0e2d\u0e23\u0e4c \u0e40\u0e1b\u0e47\u0e19\u0e1c\u0e39\u0e49\u0e16\u0e48\u0e32\u0e22\u0e17\u0e2d\u0e14\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e21\u0e40\u0e14\u0e25 \u201cYOLO (You Only Look Once)\u201d \u0e0b\u0e36\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e43\u0e19\u0e2d\u0e31\u0e25\u0e01\u0e2d\u0e23\u0e34\u0e17\u0e36\u0e21 \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e27\u0e31\u0e15\u0e16\u0e38 (Object Detection) \u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e19\u0e34\u0e22\u0e21\u0e43\u0e19\u0e1b\u0e31\u0e08\u0e08\u0e38\u0e1a\u0e31\u0e19 \u0e43\u0e2b\u0e49\u0e41\u0e01\u0e48\u0e1c\u0e39\u0e49\u0e2a\u0e19\u0e43\u0e08 \u0e08\u0e33\u0e19\u0e27\u0e19 18 \u0e04\u0e19 \u0e13 \u0e2b\u0e49\u0e2d\u0e07\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23\u0e04\u0e2d\u0e21\u0e1e\u0e34\u0e27\u0e40\u0e15\u0e2d\u0e23\u0e4c 104 \u0e04\u0e13\u0e30 ICT \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e21\u0e2b\u0e34\u0e14\u0e25 \u0e28\u0e32\u0e25\u0e32\u0e22\u0e32<\/p>\n<p style=\"text-align: justify;\">\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21\u0e40\u0e0a\u0e34\u0e07\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23 \u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23 \u201cYOLO for Custom Object Detection: A Hands-On Guide\u201d \u0e08\u0e31\u0e14\u0e02\u0e36\u0e49\u0e19\u0e42\u0e14\u0e22\u0e21\u0e35\u0e27\u0e31\u0e15\u0e16\u0e38\u0e1b\u0e23\u0e30\u0e2a\u0e07\u0e04\u0e4c\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21 \u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25 \u201cYOLO\u201d \u0e0b\u0e36\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e27\u0e31\u0e15\u0e16\u0e38\u0e17\u0e35\u0e48\u0e40\u0e09\u0e1e\u0e32\u0e30\u0e40\u0e08\u0e32\u0e30\u0e08\u0e07\u0e15\u0e32\u0e21\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e43\u0e19\u0e40\u0e1a\u0e37\u0e49\u0e2d\u0e07\u0e15\u0e49\u0e19 \u0e15\u0e31\u0e49\u0e07\u0e41\u0e15\u0e48\u0e1e\u0e37\u0e49\u0e19\u0e10\u0e32\u0e19\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e21\u0e2d\u0e07\u0e40\u0e2b\u0e47\u0e19\u0e02\u0e2d\u0e07\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e08\u0e31\u0e01\u0e23 \u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19 YOLO \u0e43\u0e19\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e27\u0e31\u0e15\u0e16\u0e38\u0e43\u0e19\u0e23\u0e39\u0e1b\u0e20\u0e32\u0e1e \u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e0a\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e02\u0e36\u0e49\u0e19\u0e21\u0e32\u0e40\u0e2d\u0e07 (Custom Dataset) \u0e01\u0e32\u0e23\u0e1d\u0e36\u0e01\u0e1d\u0e19 YOLO Model \u0e1a\u0e19 Custom Dataset \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e19\u0e33\u0e44\u0e1b\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19 \u0e17\u0e31\u0e49\u0e07\u0e43\u0e19\u0e14\u0e49\u0e32\u0e19\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e40\u0e21\u0e34\u0e19\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e \u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e07\u0e32\u0e19\u0e27\u0e34\u0e08\u0e31\u0e22\u0e2b\u0e23\u0e37\u0e2d Web API \u0e0b\u0e36\u0e48\u0e07\u0e08\u0e30\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e27\u0e31\u0e15\u0e16\u0e38\u0e14\u0e49\u0e27\u0e22\u0e42\u0e21\u0e40\u0e14\u0e25 YOLO \u0e21\u0e32\u0e01\u0e22\u0e34\u0e48\u0e07\u0e02\u0e36\u0e49\u0e19 \u0e23\u0e27\u0e21\u0e17\u0e31\u0e49\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e19\u0e33\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e44\u0e1b\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e07\u0e32\u0e19\u0e02\u0e2d\u0e07\u0e15\u0e19\u0e40\u0e2d\u0e07\u0e44\u0e14\u0e49<\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cmsmasters_row_jhzggr0ts8\" class=\"cmsmasters_row cmsmasters_color_scheme_default cmsmasters_row_top_default cmsmasters_row_bot_default cmsmasters_row_boxed\">\n<div class=\"cmsmasters_row_outer_parent\">\n<div class=\"cmsmasters_row_outer\">\n<div class=\"cmsmasters_row_inner\">\n<div class=\"cmsmasters_row_margin\">\n<div id=\"cmsmasters_column_il0e75s20d\" class=\"cmsmasters_column one_first\">\n<div class=\"cmsmasters_column_inner\"><div id=\"cmsmasters_gallery_ixidvqr47h\" class=\"cmsmasters_gallery_wrap\" data-type=\"grid\" data-count=\"0\"><ul class=\"cmsmasters_gallery cmsmasters_3 cmsmasters_more_items_loader\"><li class=\"cmsmasters_gallery_item\"><figure><a href=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1.jpg\" rel=\"ilightbox[ixidvqr47h]\"><img loading=\"lazy\" decoding=\"async\" width=\"1140\" height=\"855\" src=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1.jpg 1140w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1-300x225.jpg 300w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1-1024x768.jpg 1024w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1-768x576.jpg 768w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1-580x435.jpg 580w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_1-860x645.jpg 860w\" sizes=\"auto, (max-width: 1140px) 100vw, 1140px\" \/><\/a><\/figure><\/li><li class=\"cmsmasters_gallery_item\"><figure><a href=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2.jpg\" rel=\"ilightbox[ixidvqr47h]\"><img loading=\"lazy\" decoding=\"async\" width=\"1140\" height=\"855\" src=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2.jpg 1140w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2-300x225.jpg 300w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2-1024x768.jpg 1024w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2-768x576.jpg 768w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2-580x435.jpg 580w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_2-860x645.jpg 860w\" sizes=\"auto, (max-width: 1140px) 100vw, 1140px\" \/><\/a><\/figure><\/li><li class=\"cmsmasters_gallery_item\"><figure><a href=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3.jpg\" rel=\"ilightbox[ixidvqr47h]\"><img loading=\"lazy\" decoding=\"async\" width=\"1140\" height=\"855\" src=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3.jpg 1140w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3-300x225.jpg 300w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3-1024x768.jpg 1024w, https:\/\/news.ict.mahidol.ac.th\/th\/wp-content\/uploads\/2024\/11\/23.11.2024_YOLO-for-Custom-Object-Detection-Training_3-768x576.jpg 768w, 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