{"id":15049,"date":"2025-04-01T06:31:00","date_gmt":"2025-04-01T05:31:00","guid":{"rendered":"https:\/\/iesinspection.com\/?p=15049"},"modified":"2025-04-01T06:31:00","modified_gmt":"2025-04-01T05:31:00","slug":"defect-detection-on-steel-surfaces-with-ai-image-processing","status":"publish","type":"post","link":"https:\/\/iesinspection.com\/?p=15049","title":{"rendered":"Defect Detection on Steel Surfaces with AI Image Processing"},"content":{"rendered":"<p>Defect recognition is crucial in steel production and quality control, but performing this detection task accurately presents significant challenges. ConvNeXt, a model based on self-attention mechanism, has shown excellent performance in image classification tasks. To further enhance ConvNeXt\u2019s ability to classify defects on steel surfaces, we propose a network architecture called ESG-ConvNeXt. First, in the image processing stage, we introduce a serial multi-attention mechanism approach.\n<\/p>\n<p \/>\n<p>\nThis met&#013;<br \/>\nSource: NDT<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Defect recognition is crucial in steel production and quality control, but performing this detection task accurately presents significant challenges. ConvNeXt, a model based on self-attention mechanism, has shown excellent performance in image classification tasks. To further enhance ConvNeXt\u2019s ability to classify defects on steel surfaces, we propose a network architecture called ESG-ConvNeXt. First, in the image [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"false","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[45],"_links":{"self":[{"href":"https:\/\/iesinspection.com\/index.php?rest_route=\/wp\/v2\/posts\/15049"}],"collection":[{"href":"https:\/\/iesinspection.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/iesinspection.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/iesinspection.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/iesinspection.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=15049"}],"version-history":[{"count":0,"href":"https:\/\/iesinspection.com\/index.php?rest_route=\/wp\/v2\/posts\/15049\/revisions"}],"wp:attachment":[{"href":"https:\/\/iesinspection.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/iesinspection.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/iesinspection.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}