{"id":98746,"date":"2023-06-07T11:02:59","date_gmt":"2023-06-07T03:02:59","guid":{"rendered":"https:\/\/www.tm-robot.com\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/"},"modified":"2023-09-07T09:27:11","modified_gmt":"2023-09-07T01:27:11","slug":"tm-ai-classification-application-example-screw-detection-model-reference","status":"publish","type":"docs","link":"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/","title":{"rendered":"TM AI+ Classification Application Example &#8211; Screw Detection Model Reference"},"content":{"rendered":"<h2><b>Training Model<\/b><\/h2>\n<p><b>The original dataset is the screws on the IPC to be detected, which is used to detect whether the flat- cross screws are locked or not<\/b><\/p>\n<ul>\n<li><b>Data Source<\/b><b>:<\/b>\n<ul>\n<li><b>The screws on the IPC, which have both top and side shots, and have multiple shooting angles and different light sources.<\/b><\/li>\n<li><b>The subsequent updated model<\/b><span style=\"color: #ff0000;\"><b> can apply the screw types that are in the current data more accurately. If it is not in this dataset, there is a possibility of misjudment. Please use it with caution.<\/b><\/span><\/li>\n<li><b>Screw Types <span style=\"color: #ff0000;\">it is not recommended to use screws other than cross-hole screws, especially hexagonal or star screws, which are similar to screw holes and are not easy to distinguish.<\/span> The rest of the screws have large variations, and the features that can be focused on are not easy to train, so they are also not recommended.<\/b><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png\"><img loading=\"lazy\" class=\"size-full wp-image-94189 aligncenter\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png\" alt=\"\" width=\"1027\" height=\"332\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png 1027w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1-300x97.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1-1024x331.png 1024w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1-768x248.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1-360x116.png 360w\" sizes=\"(max-width: 1027px) 100vw, 1027px\" \/><\/a><\/p>\n<ul>\n<li><b>Data quantity<\/b><b>:<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1.png\"><img loading=\"lazy\" class=\"alignnone wp-image-98712 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1.png\" alt=\"\" width=\"1006\" height=\"189\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1.png 1006w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1-300x56.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1-768x144.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en1-360x68.png 360w\" sizes=\"(max-width: 1006px) 100vw, 1006px\" \/><\/a><\/p>\n<ul>\n<li><b>Data image<\/b><b>:<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2.png\"><img loading=\"lazy\" class=\"alignnone wp-image-98720 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2.png\" alt=\"\" width=\"941\" height=\"569\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2.png 941w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2-300x181.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2-768x464.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en2-360x218.png 360w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><b>Training parameter setting<\/b><b>:<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW.png\"><img loading=\"lazy\" class=\"alignnone wp-image-94645 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW.png\" alt=\"\" width=\"1371\" height=\"435\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW.png 1371w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW-300x95.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW-1024x325.png 1024w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW-768x244.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_parameter_NEW-360x114.png 360w\" sizes=\"(max-width: 1371px) 100vw, 1371px\" \/><\/a><\/p>\n<ul>\n<li><b>Training result<\/b><b>:<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW.png\"><img loading=\"lazy\" class=\"alignnone wp-image-94652 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW.png\" alt=\"\" width=\"1464\" height=\"412\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW.png 1464w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW-300x84.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW-1024x288.png 1024w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW-768x216.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/update_1_project_result_NEW-360x101.png 360w\" sizes=\"(max-width: 1464px) 100vw, 1464px\" \/><\/a><\/p>\n<hr \/>\n<h2><b>ROI Selection and Shooting Suggestion<\/b><\/h2>\n<p><b>Shooting method suggestion<\/b><\/p>\n<ul>\n<li><b>When collecting screw data, it is recommended to shoot the scews from top to bottom, and <span style=\"color: #ff0000;\">avoid shooting the image with the scew plane angle tilted more than 30 degrees and the field of view too narrowm <span style=\"color: #808080;\">which causes the detection target to be blurred<\/span><\/span>.<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3.png\"><img loading=\"lazy\" class=\"alignnone wp-image-98733 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3.png\" alt=\"\" width=\"1282\" height=\"476\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3.png 1282w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3-300x111.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3-1024x380.png 1024w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3-768x285.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en3-360x134.png 360w\" sizes=\"(max-width: 1282px) 100vw, 1282px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><b>ROI Selection<\/b><\/p>\n<ul>\n<li><b>It is recommended that ROI be selected in a square shape, <span style=\"color: #ff0000;\">with the screw hole in the center of the image grid<\/span>, to avoid excessive influence of external features, which leads to AI focusing on irrelevant features of the screw.<\/b><\/li>\n<\/ul>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4.png\"><img loading=\"lazy\" class=\"alignnone wp-image-98740 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4.png\" alt=\"\" width=\"1385\" height=\"509\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4.png 1385w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4-300x110.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4-1024x376.png 1024w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4-768x282.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/09\/re_en4-360x132.png 360w\" sizes=\"(max-width: 1385px) 100vw, 1385px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<h2>Model Download<\/h2>\n<p>The following models are suitable for TMflow software version 2.14 or above<\/p>\n<p>CPU version:<\/p>\n<ul>\n<li><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/ScrewCheck_v214_2023-06-20-10-08-35-913_CPU.zip\">Version_1_CPU<\/a><\/li>\n<\/ul>\n<p>GPU version :<\/p>\n<ul>\n<li><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/ScrewCheck_v214_2023-06-20-10-08-35-913_GPU.zip\">Version_1_GPU<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Training Model The original dataset is the screws on the IPC to be detected, which is used to detect whether the flat- cross screws are locked or not Data Source: The screws on the IPC, which have both top and side shots, and have multiple shooting angles and different light sources. The subsequent updated model [&hellip;]<\/p>\n","protected":false},"author":7791,"featured_media":0,"parent":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"doc_category":[4588],"doc_tag":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v16.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>TM AI+ Classification Application Example - Screw Detection Model Reference | Techman Robot<\/title>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TM AI+ Classification Application Example - Screw Detection Model Reference | Techman Robot\" \/>\n<meta property=\"og:description\" content=\"Training Model The original dataset is the screws on the IPC to be detected, which is used to detect whether the flat- cross screws are locked or not Data Source: The screws on the IPC, which have both top and side shots, and have multiple shooting angles and different light sources. The subsequent updated model [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/\" \/>\n<meta property=\"og:site_name\" content=\"Techman Robot\" \/>\n<meta property=\"article:modified_time\" content=\"2023-09-07T01:27:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#organization\",\"name\":\"Techman Robot\",\"url\":\"https:\/\/www.tm-robot.com.cn\/ja\/\",\"sameAs\":[],\"logo\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#logo\",\"inLanguage\":\"ko-KR\",\"url\":\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2018\/09\/logo.png\",\"contentUrl\":\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2018\/09\/logo.png\",\"width\":221,\"height\":196,\"caption\":\"Techman Robot\"},\"image\":{\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#logo\"}},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#website\",\"url\":\"https:\/\/www.tm-robot.com.cn\/ja\/\",\"name\":\"Techman Robot\",\"description\":\"Intelligent Cobots for a World of Applications\",\"publisher\":{\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.tm-robot.com.cn\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/#primaryimage\",\"inLanguage\":\"ko-KR\",\"url\":\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png\",\"contentUrl\":\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2023\/06\/recommend_6-1.png\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/#webpage\",\"url\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/\",\"name\":\"TM AI+ Classification Application Example - Screw Detection Model Reference | Techman Robot\",\"isPartOf\":{\"@id\":\"https:\/\/www.tm-robot.com.cn\/ja\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/#primaryimage\"},\"datePublished\":\"2023-06-07T03:02:59+00:00\",\"dateModified\":\"2023-09-07T01:27:11+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/tm-ai-classification-application-example-screw-detection-model-reference\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.tm-robot.com.cn\/ko\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Docs\",\"item\":\"https:\/\/www.tm-robot.com.cn\/ko\/docs\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"TM AI+ Classification Application Example &#8211; Screw Detection Model Reference\"}]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"TM AI+ Classification Application Example - Screw Detection Model Reference | Techman Robot","robots":{"index":"noindex","follow":"follow"},"og_locale":"ko_KR","og_type":"article","og_title":"TM AI+ Classification Application Example - Screw Detection Model Reference | Techman Robot","og_description":"Training Model The original dataset is the screws on the IPC to be detected, which is used to detect whether the flat- cross screws are locked or not Data Source: The screws on the IPC, which have both top and side shots, and have multiple shooting angles and different light sources. 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