{"id":7883,"date":"2024-07-28T19:46:35","date_gmt":"2024-07-28T11:46:35","guid":{"rendered":"https:\/\/17aitech.com\/?p=7883"},"modified":"2024-10-08T15:14:50","modified_gmt":"2024-10-08T07:14:50","slug":"%e3%80%90%e8%af%be%e7%a8%8b%e6%80%bb%e7%bb%93%e3%80%91day15%ef%bc%88%e4%b8%8b%ef%bc%89%ef%bc%9a%e5%9b%be%e5%83%8f%e5%88%86%e5%89%b2%e4%b9%8b%e6%97%8b%e8%bd%ac%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=7883","title":{"rendered":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=7883\/#OBB%E6%97%8B%E8%BD%AC%E7%9B%AE%E6%A0%87%E6%A3%80%E6%B5%8B\" >OBB(\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E7%A4%BA%E4%BE%8B%E4%BD%93%E9%AA%8C\" >\u793a\u4f8b\u4f53\u9a8c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E5%87%86%E5%A4%87%E5%BE%85%E9%A2%84%E6%B5%8B%E5%9B%BE%E7%89%87\" >\u51c6\u5907\u5f85\u9884\u6d4b\u56fe\u7247<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E5%87%86%E5%A4%87%E9%A2%84%E6%B5%8B%E4%BB%A3%E7%A0%81\" >\u51c6\u5907\u9884\u6d4b\u4ee3\u7801<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=7883\/#OBB%E7%89%B9%E7%82%B9\" >OBB\u7279\u70b9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E6%95%B0%E6%8D%AE%E6%A0%87%E6%B3%A8\" >\u6570\u636e\u6807\u6ce8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=7883\/#YOLO%E6%95%B0%E6%8D%AE%E9%9B%86\" >YOLO\u6570\u636e\u96c6<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=7883\/#YOLO_OBB%E6%95%B0%E6%8D%AE%E7%9B%AE%E5%BD%95\" >YOLO OBB\u6570\u636e\u76ee\u5f55<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=7883\/#YOLO_OBB%E6%95%B0%E6%8D%AE%E6%A0%87%E7%AD%BE\" >YOLO OBB\u6570\u636e\u6807\u7b7e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=7883\/#DOTA%E6%95%B0%E6%8D%AE%E9%9B%86\" >DOTA\u6570\u636e\u96c6<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8B%E8%BD%BD\" >\u6570\u636e\u96c6\u4e0b\u8f7d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=7883\/#DOTA%E6%95%B0%E6%8D%AE%E9%9B%86%E7%9B%AE%E5%BD%95\" >DOTA\u6570\u636e\u96c6\u76ee\u5f55<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=7883\/#DOTA%E6%95%B0%E6%8D%AE%E9%9B%86%E6%A0%87%E7%AD%BE\" >DOTA\u6570\u636e\u96c6\u6807\u7b7e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E6%95%B0%E6%8D%AE%E8%BD%AC%E6%8D%A2\" >\u6570\u636e\u8f6c\u6362<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E8%87%AA%E5%AE%9A%E4%B9%89%E6%95%B0%E6%8D%AE%E6%A0%87%E6%B3%A8\" >\u81ea\u5b9a\u4e49\u6570\u636e\u6807\u6ce8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=7883\/#x-anylabeling%E7%9A%84%E5%AE%89%E8%A3%85\" >x-anylabeling\u7684\u5b89\u88c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=7883\/#x-anylabeling%E7%9A%84%E4%BD%BF%E7%94%A8\" >x-anylabeling\u7684\u4f7f\u7528<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=7883\/#%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\" >\u53c2\u8003\u8d44\u6599<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u524d\u4e24\u7ae0<a href=\"https:\/\/17aitech.com\/?p=6790\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0a\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u8bed\u4e49\u5206\u5272<\/a>\u548c<a href=\"https:\/\/17aitech.com\/?p=7647\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e2d\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u5b9e\u4f8b\u5206\u5272<\/a>\u4e2d\uff0c\u6211\u4eec\u5b66\u4e60\u638c\u63e1\u4e86\u8bed\u4e49\u5206\u5272\u548c\u5b9e\u4f8b\u5206\u5272\u3002\u5728\u672c\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4e86\u89e3YOLO\u6700\u65b0\u7684OBB(\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b)\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"OBB%E6%97%8B%E8%BD%AC%E7%9B%AE%E6%A0%87%E6%A3%80%E6%B5%8B\"><\/span>OBB(\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>OBB\uff08Oriented Bounding Box\uff0c\u5b9a\u5411\u8fb9\u754c\u6846\uff09\u662f\u4e00\u79cd\u6539\u8fdb\u7684\u8fb9\u754c\u6846\u8868\u793a\u65b9\u6cd5\uff0c\u7528\u4e8e\u66f4\u51c6\u786e\u5730\u5b9a\u4f4d\u548c\u8bc6\u522b\u5177\u6709\u4efb\u610f\u65b9\u5411\u7684\u7269\u4f53\u3002<\/p>\n<p>YOLO\u5b98\u7f51\u4ecb\u7ecd\uff1a<a href=\"https:\/\/docs.ultralytics.com\/tasks\/obb\/\">https:\/\/docs.ultralytics.com\/tasks\/obb\/<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%A4%BA%E4%BE%8B%E4%BD%93%E9%AA%8C\"><\/span>\u793a\u4f8b\u4f53\u9a8c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u4e86\u5bf9OBB\u6709\u4e2a\u76f4\u89c2\u4e86\u89e3\uff0c\u6211\u4eec\u53c2\u8003YOLO\u5b98\u7f51\u7684predict\u793a\u4f8b\uff0c\u5b9e\u9645\u4f53\u9a8c\u4e0bOBB\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E5%BE%85%E9%A2%84%E6%B5%8B%E5%9B%BE%E7%89%87\"><\/span>\u51c6\u5907\u5f85\u9884\u6d4b\u56fe\u7247<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u641c\u7d22\u5f15\u64ce\u4e2d\u641c\u7d22&quot;\u822a\u62cd\u56fe&quot;\uff0c\u627e\u5230\u4e00\u5f20\u822a\u62cd\u7684\u56fe\u7247\uff0c\u4fdd\u5b58\u4e3aaero_images.jpg\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/aero_images.jpg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/aero_images.jpg\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E9%A2%84%E6%B5%8B%E4%BB%A3%E7%A0%81\"><\/span>\u51c6\u5907\u9884\u6d4b\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-python\">from ultralytics import YOLO\nimport cv2\nimport os\nos.environ[&quot;KMP_DUPLICATE_LIB_OK&quot;]=&quot;TRUE&quot;\n\n# OBB\u6a21\u578b\nmodel = YOLO(&quot;yolov8n-obb.pt&quot;)  # load an official model\n\nresults = model(&quot;aero_images.jpg&quot;)  # predict on an image\n\nresult = results[0]\n\nimg = result.plot()\n\ncv2.imshow(&quot;img&quot;, img)\n\n# \u6309 ESC \u9000\u51fa\ncv2.waitKey(0)\n\ncv2.destroyAllWindows()<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"OBB%E7%89%B9%E7%82%B9\"><\/span>OBB\u7279\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<p><strong>\u65b9\u5411\u6027<\/strong>\uff1a\u4e0e\u4f20\u7edf\u7684\u8f74\u5bf9\u9f50\u8fb9\u754c\u6846<code>\uff08AABB\uff09<\/code>\u4e0d\u540c\uff0cOBB\u53ef\u4ee5\u56f4\u7ed5\u7269\u4f53\u7684\u4e2d\u5fc3\u65cb\u8f6c\uff0c\u4ece\u800c\u66f4\u597d\u5730\u9002\u5e94\u7269\u4f53\u7684\u5f62\u72b6\u548c\u65b9\u5411\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u9ad8\u7684\u68c0\u6d4b\u7cbe\u5ea6<\/strong>\uff1aOBB\u80fd\u591f\u51cf\u5c11\u7269\u4f53\u88ab\u5305\u56f4\u7684\u7a7a\u767d\u533a\u57df\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u957f\u6761\u5f62\u6216\u4e0d\u89c4\u5219\u5f62\u72b6\u7269\u4f53\u65f6\uff0c\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u68c0\u6d4b\u7684\u7cbe\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u53c2\u6570\u8868\u793a<\/strong>\uff1aOBB\u901a\u5e38\u4f7f\u7528<strong>\u4e2d\u5fc3\u70b9\u5750\u6807<\/strong>\u3001<strong>\u5bbd\u5ea6<\/strong>\u3001<strong>\u9ad8\u5ea6<\/strong>\u548c<strong>\u65cb\u8f6c\u89d2\u5ea6<\/strong>\u6765\u8868\u793a\u3002\u8fd9\u6837\u53ef\u4ee5\u66f4\u7075\u6d3b\u5730\u9002\u5e94\u5404\u79cd\u7269\u4f53\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5e94\u7528\u573a\u666f<\/strong>\uff1aOBB\u7279\u522b\u9002\u7528\u4e8e<strong>\u9700\u8981\u68c0\u6d4b\u65b9\u5411\u6027\u7269\u4f53<\/strong>\u7684\u573a\u666f\uff0c\u5982\u4ea4\u901a\u6807\u5fd7\u3001\u5efa\u7b51\u7269\u3001\u8f66\u8f86\u7b49\u3002<\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%95%B0%E6%8D%AE%E6%A0%87%E6%B3%A8\"><\/span>\u6570\u636e\u6807\u6ce8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"YOLO%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>YOLO\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3a\u4e86\u66f4\u52a0\u76f4\u89c2\u5730\u4e86\u89e3YOLO\u4e2dOBB\u7684\u6570\u636e\u683c\u5f0f\uff0c\u6211\u4eec\u901a\u8fc7\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\uff0c\u67e5\u770bYOLO\u4e2d\u7684\u6570\u636e\u96c6\u5f62\u5f0f\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"YOLO_OBB%E6%95%B0%E6%8D%AE%E7%9B%AE%E5%BD%95\"><\/span>YOLO OBB\u6570\u636e\u76ee\u5f55<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6309\u7167\u5b98\u7f51\u63d0\u4f9b\u7684\u9884\u6d4b\u4ee3\u7801\uff0c\u6211\u4eec\u51c6\u5907\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\nimport os\nos.environ[&quot;KMP_DUPLICATE_LIB_OK&quot;]=&quot;TRUE&quot;\n\nif  __name__ == &quot;__main__&quot;:\n\n    # Load a model\n    model = YOLO(&quot;yolov8n-obb.yaml&quot;)   # build a new model from YAML\n\n    # Train the model\n    results = model.train(data=&quot;dota8.yaml&quot;, epochs=2, imgsz=640)<\/code><\/pre>\n<p>\u8fd0\u884c\u4ee5\u4e0a\u4ee3\u7801\u540e\uff0c\u4ee3\u7801\u4f1a\u81ea\u52a8\u4e0b\u8f7ddota8\u7684\u6570\u636e\u96c6\uff0c\u67e5\u770b\u5176\u7ed3\u679c\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/YOLO\u7684dota\u6570\u636e\u683c\u5f0f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/YOLO\u7684dota\u6570\u636e\u683c\u5f0f.png\" alt=\"\" \/><\/a><\/p>\n<pre><code class=\"language-shell\">dota8\/\n\u251c\u2500\u2500 images\/       # \u56fe\u7247\u6570\u636e\n\u2502   \u251c\u2500\u2500 train\/    # \u8bad\u7ec3\u96c6\u56fe\u7247\n\u2502   \u251c\u2500\u2500 val\/      # \u9a8c\u8bc1\u96c6\u56fe\u7247\n\u251c\u2500\u2500 labels\/       # \u6807\u7b7e\u6570\u636e\n\u2502   \u251c\u2500\u2500 train\/    # \u8bad\u7ec3\u96c6\u6807\u7b7e\n\u2502   \u251c\u2500\u2500 val\/      # \u9a8c\u8bc1\u96c6\u6807\u7b7e\n<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"YOLO_OBB%E6%95%B0%E6%8D%AE%E6%A0%87%E7%AD%BE\"><\/span>YOLO OBB\u6570\u636e\u6807\u7b7e<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u67e5\u770blabels\u76ee\u5f55\u4e0b\u7684\u6807\u7b7e\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-shell\"># class_index x1 y1 x2 y2 x3 y3 x4 y4\n\n1 0.813477 0.523437 0.814453 0.504882 0.87207 0.504882 0.87207 0.524414\n1 0.81836 0.451172 0.817384 0.434571 0.871094 0.434571 0.870117 0.453126<\/code><\/pre>\n<p>\u6b64\u5916\uff0cYOLO\u5b98\u7f51\u63d0\u5230\u76ee\u524d\u4e5f\u652f\u6301DOTA\u6570\u636e\u96c6\u683c\u5f0f\uff0c\u5bf9\u6b64\u6211\u4eec\u4e5f\u987a\u4fbf\u4e86\u89e3\u4e0bDOTA\u6570\u636e\u96c6\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"DOTA%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>DOTA\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>DOTA\uff08Dataset for Object Detection in Aerial Images\uff09\u662f\u4e00\u4e2a\u7528\u4e8e\u822a\u7a7a\u56fe\u50cf\u76ee\u6807\u68c0\u6d4b\u7684\u5927\u578b\u6570\u636e\u96c6\uff0cDOTA8\u662f\u8be5\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u7248\u672c\uff0c\u4e13\u6ce8\u4e8e8\u7c7b\u7269\u4f53\u7684\u68c0\u6d4b\u3002DOTA8\u6570\u636e\u96c6\u4e3b\u8981\u7528\u4e8e\u8bc4\u4f30\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5728\u822a\u7a7a\u56fe\u50cf\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8B%E8%BD%BD\"><\/span>\u6570\u636e\u96c6\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e0b\u8f7d\u5730\u5740\uff1a<a href=\"https:\/\/captain-whu.github.io\/DOTA\/dataset.html\">https:\/\/captain-whu.github.io\/DOTA\/dataset.html<\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"DOTA%E6%95%B0%E6%8D%AE%E9%9B%86%E7%9B%AE%E5%BD%95\"><\/span>DOTA\u6570\u636e\u96c6\u76ee\u5f55<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-shell\">DOTA-v2.0\/\n\u251c\u2500\u2500 train\/                  # \u8bad\u7ec3\u96c6\u6570\u636e\n\u2502   \u251c\u2500\u2500 images\/             # \u8bad\u7ec3\u96c6\u56fe\u7247\n\u2502   \u251c\u2500\u2500 labelTxt-v2.0\/      # \u8bad\u7ec3\u96c6\u6807\u7b7e\n\u2502   \u2514\u2500\u2500 meta\/               # \u8bad\u7ec3\u96c6\u76f8\u5173\u5143\u6570\u636e\uff0c\u4f8b\u5982\u7c7b\u522b\n\u251c\u2500\u2500 val\/                    # \u9a8c\u8bc1\u96c6\u6570\u636e\n\u2502   \u251c\u2500\u2500 images\/             # \u9a8c\u8bc1\u96c6\u56fe\u7247\n\u2502   \u251c\u2500\u2500 labelTxt-v2.0\/      # \u9a8c\u8bc1\u96c6\u6807\u7b7e\n\u2502   \u2514\u2500\u2500 meta\/               # \u9a8c\u8bc1\u96c6\u76f8\u5173\u5143\u6570\u636e\uff0c\u4f8b\u5982\u7c7b\u522b\n\u251c\u2500\u2500 test-challenge\/         # \u6311\u6218\u8d5b\u6d4b\u8bd5\u96c6\u6570\u636e\n\u2502   \u251c\u2500\u2500 images\/\n\u2502   \u2514\u2500\u2500 meta\/\n\u2514\u2500\u2500 test-dev\/               # \u5f00\u53d1\u6d4b\u8bd5\u96c6\u6570\u636e\n\u2502   \u251c\u2500\u2500 images\/\n\u2502   \u2514\u2500\u2500 meta\/\n<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"DOTA%E6%95%B0%E6%8D%AE%E9%9B%86%E6%A0%87%E7%AD%BE\"><\/span>DOTA\u6570\u636e\u96c6\u6807\u7b7e<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u67e5\u770blabelTxt-v2.0\u76ee\u5f55\u4e0b\u7684\u6807\u7b7e\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-shell\"># x1, y1, x2, y2, x3, y3, x4, y4, category, difficult\n45 734 52 741 32 754 25 747 small-vehicle 1\n546 355 551 348 567 361 562 367 small-vehicle 1\n481 420 472 417 480 399 488 402 small-vehicle 0\n496 422 487 418 494 402 504 405 small-vehicle 0\n451 171 446 164 464 156 467 163 small-vehicle 1\n271 802 291 796 302 826 283 831 swimming-pool 0\n471 528 487 496 540 516 524 547 swimming-pool 0<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E6%95%B0%E6%8D%AE%E8%BD%AC%E6%8D%A2\"><\/span>\u6570\u636e\u8f6c\u6362<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u901a\u8fc7\u5bf9\u6bd4\u4e0a\u8ff0DOTA\u7684\u6570\u636e\u96c6\u6807\u7b7e\u4e0eYOLO OBB\u7684\u6570\u636e\u6807\u7b7e\uff0c\u6211\u4eec\u53d1\u73b0\u6570\u636e\u6807\u7b7e\u683c\u5f0f\u4e0d\u540c\uff0c\u9700\u8981\u505a\u6570\u636e\u8f6c\u6362\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\uff1a\u624b\u52a8\u8c03\u6574DOTA-v2.0\u76ee\u5f55<\/p>\n<pre><code class=\"language-shell\">DOTA-v2.0\/\n\u251c\u2500\u2500 images\/       \n\u2502   \u251c\u2500\u2500 train\/    \n\u2502   |   \u251c\u2500\u2500P2809.png\n\u2502   \u251c\u2500\u2500 val\/\n\u2502   |   \u251c\u2500\u2500P2912.png      \n\u251c\u2500\u2500 labels\/       \n\u2502   \u251c\u2500\u2500 train_original\/\n\u2502   |   \u251c\u2500\u2500P2809.txt    \n\u2502   \u251c\u2500\u2500 val_original\/\n\u2502   |   \u251c\u2500\u2500P2912.txt      <\/code><\/pre>\n<blockquote>\n<p>1.\u6807\u7b7e\u6570\u636e\u9700\u8981\u5c06\u539f\u59cb\u6807\u7b7e\u7684\u76ee\u5f55\u6539\u4e3atrain_original\u548cval_original<br \/>\n2.\u8fd0\u884c\u8f6c\u6362\u811a\u672c\u540e\uff0c\u6807\u7b7e\u6570\u636e\u5c06\u81ea\u52a8\u751f\u6210\u5230train\u548cval\u76ee\u5f55\u4e0b<\/p>\n<\/blockquote>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u8fd0\u884c\u6570\u636e\u8f6c\u6362\u811a\u672c<\/p>\n<pre><code class=\"language-python\">from ultralytics.data.converter import convert_dota_to_yolo_obb\n\nconvert_dota_to_yolo_obb(&quot;path\/to\/DOTA&quot;)<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u8f6c\u6362\u811a\u672c\u8fd0\u884c\u540e\u7684\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u8f6c\u6362\u811a\u672c\u8fd0\u884c\u540e\u7684\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<p>\u67e5\u770btrain\u76ee\u5f55\u4e0b\u7684\u6807\u7b7e\u5185\u5bb9<\/p>\n<pre><code class=\"language-shell\">16 0.320312 0.19043 0.71875 0.19043 0.71875 0.796875 0.320312 0.796875<\/code><\/pre>\n<p>\u53ef\u4ee5\u770b\u5230\u6570\u636e\u6807\u7b7e\u5df2\u7ecf\u8f6c\u6362\u4e3aYOLO OBB\u7684\u683c\u5f0f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%AE%9A%E4%B9%89%E6%95%B0%E6%8D%AE%E6%A0%87%E6%B3%A8\"><\/span>\u81ea\u5b9a\u4e49\u6570\u636e\u6807\u6ce8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u6807\u6ce8\u81ea\u5df1\u7684\u6570\u636e\u96c6\uff0c\u5bf9\u6b64\u6211\u4eec\u4f7f\u7528x-anylabeling\u8fdb\u884c\u6570\u636e\u6807\u6ce8\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"x-anylabeling%E7%9A%84%E5%AE%89%E8%A3%85\"><\/span>x-anylabeling\u7684\u5b89\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u672c\u6587\u4e0d\u518d\u8d58\u8ff0\uff0c\u8be6\u7ec6\u5185\u5bb9\u5728<a href=\"https:\/\/17aitech.com\/?p=7647#toc-25\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e2d\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u5b9e\u4f8b\u5206\u5272<\/a>\u5df2\u505a\u4ecb\u7ecd\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"x-anylabeling%E7%9A%84%E4%BD%BF%E7%94%A8\"><\/span>x-anylabeling\u7684\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\u7b2c\u4e00\u6b65\uff0c\u5728\u641c\u7d22\u5f15\u64ce\u91cc\u641c\u7d22\u4e00\u4e2a\u822a\u62cd\u56fe\u4e0b\u8f7d\u5230\u672c\u5730<\/li>\n<li>\u7b2c\u4e8c\u6b65\uff0c\u542f\u52a8x-anylabeling<\/li>\n<li>\u7b2c\u4e09\u6b65\uff0c\u5728x-anylabeling\u4e2d\uff0c\u9009\u62e9\u56fe\u7247\uff0c\u4f7f\u7528\u5feb\u6377\u952e\u8fdb\u884c\u6807\u6ce8\uff1a\n<ul>\n<li>\u6309\u4e0b\u5feb\u6377\u952e &quot;O&quot; \u6765\u521b\u5efa\u4e00\u4e2a\u65cb\u8f6c\u5f62\u72b6\u3002<\/li>\n<li>\u6253\u5f00\u7f16\u8f91\u6a21\u5f0f\uff08\u5feb\u6377\u952e\uff1a&quot;Ctrl+J&quot;\uff09\u5e76\u5355\u51fb\u9009\u62e9\u65cb\u8f6c\u6846\u3002<\/li>\n<li>\u901a\u8fc7\u5feb\u6377\u952e &quot;zxcv&quot; \u65cb\u8f6c\u6240\u9009\u6846\uff0c\u5176\u4e2d\uff1a\n<ul>\n<li>z\uff1a\u5927\u89d2\u5ea6\u9006\u65f6\u9488\u65cb\u8f6c<\/li>\n<li>x\uff1a\u5c0f\u89d2\u5ea6\u9006\u65f6\u9488\u65cb\u8f6c<\/li>\n<li>c\uff1a\u5c0f\u89d2\u5ea6\u987a\u65f6\u9488\u65cb\u8f6c<\/li>\n<li>v\uff1a\u5927\u89d2\u5ea6\u987a\u65f6\u9488\u65cb\u8f6c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u6807\u6ce8\u6548\u679c\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/x-anylabeling\u6807\u6ce8obb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/x-anylabeling\u6807\u6ce8obb.png\" alt=\"\" \/><\/a><\/p>\n<p>\u4e0a\u8ff0\u822a\u62cd\u56fe\u7684\u5c0f\u8f66\u8fd8\u662f\u6bd4\u8f83\u591a\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u52a9X-anylabeling\u7684\u81ea\u52a8\u6807\u6ce8\u529f\u80fd\u8f85\u52a9\u6807\u6ce8\uff0c\u5177\u4f53\u65b9\u6cd5<\/p>\n<ol>\n<li>\u5728X-anylabeling\u4e2d\uff0c\u4f7f\u7528ctrl+A\u6fc0\u6d3b\u6a21\u578b\u4e0b\u8f7d\u5217\u8868<\/li>\n<li>\u5728\u4e0b\u62c9\u5217\u8868\u4e2d\u9009\u62e9YOLOv5s_obb\u6a21\u578b\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u4ecegithub\u4e0a\u4e0b\u8f7d\u6a21\u578b<\/li>\n<li>\u70b9\u51fb\u5de6\u4fa7\u7684AI\u6309\u94ae\u548c\u81ea\u52a8\u6807\u6ce8\uff0c\u6fc0\u6d3b\u81ea\u52a8\u6807\u6ce8\u529f\u80fd<\/li>\n<\/ol>\n<p>\u81ea\u52a8\u6807\u6ce8\u6548\u679c\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u81ea\u52a8\u6807\u6ce8\u6548\u679c\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u81ea\u52a8\u6807\u6ce8\u6548\u679c\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u6700\u540e\uff0c\u4f7f\u7528\u5bfc\u51fa\u529f\u80fd\u5bfc\u51fa\u56fe\u7247\u548c\u6807\u6ce8\u4fe1\u606f<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u5bfc\u51faDOTA\u6807\u7b7e\u83dc\u5355.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u5bfc\u51faDOTA\u6807\u7b7e\u83dc\u5355.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5bfc\u51fa\u540e\u7684\u6807\u7b7e\u6587\u4ef6\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u81ea\u5b9a\u4e49\u6807\u7b7e\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/\u81ea\u5b9a\u4e49\u6807\u7b7e\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>X-anylabeling\u5bfc\u51fa\u4e3aDOTA\u6807\u7b7e\u540e\uff0c\u5176\u5185\u5bb9\u683c\u5f0f\u4e0eYOLO OBB\u6570\u636e\u6807\u7b7e\u683c\u5f0f\u4e00\u81f4\uff0c\u8fd9\u6837\u7701\u53bb\u4e86\u8fdb\u884c\u6570\u636e\u8f6c\u6362\u7684\u6b65\u9aa4\u3002<\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\"><\/span>\u5185\u5bb9\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>OBB\u662f\u4e00\u79cd\u6539\u8fdb\u7684\u8fb9\u754c\u6846\u8868\u793a\u65b9\u6cd5\uff0c\u7528\u4e8e\u66f4\u51c6\u786e\u5730\u5b9a\u4f4d\u548c\u8bc6\u522b\u5177\u6709\u4efb\u610f\u65b9\u5411\u7684\u7269\u4f53\u3002<\/li>\n<li>DOTA\u662f\u4e00\u4e2a\u7528\u4e8e\u822a\u7a7a\u56fe\u50cf\u76ee\u6807\u68c0\u6d4b\u7684\u5927\u578b\u6570\u636e\u96c6\u3002<\/li>\n<li>DOTA\u548cYOLO OBB\u7684\u6570\u636e\u6807\u7b7e\u683c\u5f0f\u4e0d\u592a\u76f8\u540c\uff0c\u53ef\u4ee5\u501f\u52a9YOLO\u63d0\u4f9b\u7684 <code>convert_dota_to_yolo_obb<\/code> \u8fdb\u884c\u6570\u636e\u8f6c\u6362\u3002<\/li>\n<li>\u5bf9\u4e8e\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u6807\u6ce8\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528x-anylabeling\u8fdb\u884c\u6570\u636e\u6807\u6ce8\u3002<\/li>\n<li>x-anylabeling\u53ef\u4ee5\u81ea\u52a8\u6807\u6ce8\uff0c\u4e5f\u53ef\u4ee5\u624b\u52a8\u6807\u6ce8\u3002<\/li>\n<li>X-anylabeling\u5bfc\u51fa\u4e3aDOTA\u6807\u7b7e\u540e\uff0c\u5176\u5185\u5bb9\u683c\u5f0f\u4e0eYOLO OBB\u6570\u636e\u6807\u7b7e\u683c\u5f0f\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\"><\/span>\u53c2\u8003\u8d44\u6599<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/667164017\">\u77e5\u4e4e\uff1aAll in One | X-AnyLabeling v2.0.0 \u5168\u81ea\u52a8\u6807\u6ce8\u5de5\u5177<\/a><\/p>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/665036259\">\u77e5\u4e4e\uff1ayolov5_obb: \u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b\u4ece\u6570\u636e\u5236\u4f5c\u5230\u7ec8\u7aef\u90e8\u7f72\u5168\u6d41\u7a0b\u6559\u5b66<\/a><\/p>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u524d\u4e24\u7ae0\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7893,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[28],"tags":[65,66],"class_list":["post-7883","post","type-post","status-publish","format-aside","has-post-thumbnail","hentry","category-blog","tag-65","tag-66","post_format-post-format-aside"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=7883\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=7883\",\"url\":\"https:\/\/17aitech.com\/?p=7883\",\"name\":\"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=7883#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=7883#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png\",\"datePublished\":\"2024-07-28T11:46:35+00:00\",\"dateModified\":\"2024-10-08T07:14:50+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=7883#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=7883\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=7883#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png\",\"width\":1308,\"height\":1222},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=7883#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739\",\"name\":\"Dongming\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg\",\"caption\":\"Dongming\"},\"description\":\"\u89c1\u5929\u5730\uff0c\u89c1\u4f17\u751f\uff0c\u89c1\u81ea\u5df1\u3002\",\"sameAs\":[\"http:\/\/17aitech.com\"],\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=7883","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=7883","url":"https:\/\/17aitech.com\/?p=7883","name":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=7883#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=7883#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png","datePublished":"2024-07-28T11:46:35+00:00","dateModified":"2024-10-08T07:14:50+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=7883#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=7883"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=7883#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/OBB\u9884\u6d4b\u7ed3\u679c\u4f53\u9a8c.png","width":1308,"height":1222},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=7883#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day15\uff08\u4e0b\uff09\uff1a\u56fe\u50cf\u5206\u5272\u4e4b\u65cb\u8f6c\u76ee\u6807\u68c0\u6d4b"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739","name":"Dongming","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg","caption":"Dongming"},"description":"\u89c1\u5929\u5730\uff0c\u89c1\u4f17\u751f\uff0c\u89c1\u81ea\u5df1\u3002","sameAs":["http:\/\/17aitech.com"],"url":"https:\/\/17aitech.com\/?page_id=33738&user=1"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/7883","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7883"}],"version-history":[{"count":4,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/7883\/revisions"}],"predecessor-version":[{"id":33235,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/7883\/revisions\/33235"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/media\/7893"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7883"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7883"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7883"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}