{"id":116016,"date":"2026-10-20T16:00:50","date_gmt":"2026-10-20T08:00:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/116016.html"},"modified":"2026-10-20T16:00:50","modified_gmt":"2026-10-20T08:00:50","slug":"%e6%95%b0%e6%8d%ae%e9%9b%8607-yolo%e6%95%b0%e6%8d%ae%e9%9b%86%e4%ba%ba%e4%bd%93%e5%a7%bf%e6%80%81%e4%bc%b0%e8%ae%a1%e3%80%81%e5%81%a5%e8%ba%ab%e5%8a%a8%e4%bd%9c%e8%af%86%e5%88%ab%e5%92%8c%e5%8a%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/116016.html","title":{"rendered":"\u6570\u636e\u96c607-YOLO\u6570\u636e\u96c6\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u3001\u5065\u8eab\u52a8\u4f5c\u8bc6\u522b\u548c\u52a8\u4f5c\u8ba1\u6570\u7814\u7a76"},"content":{"rendered":"

\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/
\n #content_views .toc,
\n \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/
\n #content_views.markdown_views > p:empty:has(+ .toc),
\n #content_views.markdown_views > .toc + p:empty,
\n \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/
\n #content_views.htmledit_views #main-toc,
\n #content_views.htmledit_views #hr-toc,
\n #content_views.htmledit_views p[id*=\\”-toc\\”] {
\n display: none !important;
\n }
\n \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/
\n #content_views.markdown_views > .toc + h1,
\n #content_views.markdown_views > .toc + h2,
\n #content_views.markdown_views > .toc + h3,
\n #content_views.markdown_views > .toc + h4,
\n #content_views.markdown_views > .toc + p:empty + h1,
\n #content_views.markdown_views > .toc + p:empty + h2,
\n #content_views.markdown_views > .toc + p:empty + h3,
\n #content_views.markdown_views > .toc + p:empty + h4 {
\n margin-top: 0 !important;
\n }<\/p>\n

\u3010YOLO\u6570\u636e\u96c6\u5206\u4eab\u3011\u5065\u8eab\u52a8\u4f5c\u59ff\u6001\u8bc6\u522b\u6570\u636e\u96c6，7\u79cd\u5065\u8eab\u52a8\u4f5c，\u652f\u6301YOLO Pose\u4e0e\u52a8\u4f5c\u8ba1\u6570<\/h2>\n

\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u9002\u5408\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u3001\u5065\u8eab\u52a8\u4f5c\u8bc6\u522b\u548c\u52a8\u4f5c\u8ba1\u6570\u7814\u7a76\u7684\u6570\u636e\u96c6<\/p>\n

\u8be5\u6570\u636e\u96c6\u5305\u542b\u6df1\u8e72\u3001\u786c\u62c9\u548c\u80a9\u90e8\u8bad\u7ec3\u7b49 7\u79cd\u5065\u8eab\u52a8\u4f5c，\u901a\u8fc7 YOLO Pose \u63d0\u53d6\u4eba\u4f53\u5173\u952e\u70b9，\u5e76\u4e3a\u52a8\u4f5c\u5e27\u6807\u6ce8 Up（\u5411\u4e0a）\u548c Down（\u5411\u4e0b）\u7b49\u72b6\u6001\u3002<\/p>\n

\u4e0e\u666e\u901a\u7684\u4eba\u4f53\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u4e0d\u540c，\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0d\u4ec5\u5173\u6ce8\u4eba\u4f53\u4f4d\u7f6e，\u8fd8\u5305\u542b\u4eba\u4f53\u9aa8\u67b6\u5173\u952e\u70b9\u548c\u52a8\u4f5c\u72b6\u6001\u4fe1\u606f，\u9002\u5408\u5f00\u5c55\u5065\u8eab\u52a8\u4f5c\u8bc6\u522b\u3001\u52a8\u4f5c\u9636\u6bb5\u5206\u7c7b\u548c\u81ea\u52a8\u8ba1\u6570\u76f8\u5173\u5b9e\u9a8c\u3002<\/p>\n

\u4e00\u3001\u6570\u636e\u96c6\u57fa\u672c\u4ecb\u7ecd<\/h3>\n

\u6570\u636e\u96c6\u901a\u8fc7\u63d0\u53d6\u4eba\u5458\u8fdb\u884c\u5065\u8eab\u8fd0\u52a8\u65f6\u7684\u89c6\u9891\u5e27，\u4f7f\u7528 YOLO Pose \u6a21\u578b\u83b7\u53d6\u4eba\u4f53\u5173\u952e\u70b9，\u5e76\u4e3a\u5bf9\u5e94\u52a8\u4f5c\u5e27\u6dfb\u52a0\u72b6\u6001\u6807\u7b7e\u3002<\/p>\n

\u5176\u4e3b\u8981\u7528\u9014\u662f\u5229\u7528\u4eba\u4f53\u5173\u952e\u70b9\u7684\u4f4d\u7f6e\u53d8\u5316，\u5224\u65ad\u5065\u8eab\u52a8\u4f5c\u6240\u5904\u7684\u9636\u6bb5\u3002<\/p>\n

1.1 \u6570\u636e\u96c6\u57fa\u672c\u4fe1\u606f<\/h4>\n\n\u9879\u76ee\u5185\u5bb9<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
\u4e2d\u6587\u540d\u79f0<\/td>\n\u5065\u8eab\u52a8\u4f5c\u59ff\u6001\u8bc6\u522b\u6570\u636e\u96c6<\/td>\n<\/tr>\n
\u6570\u636e\u96c6\u7c7b\u578b<\/td>\n\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u3001\u52a8\u4f5c\u72b6\u6001\u5206\u7c7b<\/td>\n<\/tr>\n
\u6587\u4ef6\u6570\u91cf<\/td>\n\u7ea69192\u4e2a<\/td>\n<\/tr>\n
\u6570\u636e\u5927\u5c0f<\/td>\n\u7ea6528 MB<\/td>\n<\/tr>\n
\u52a8\u4f5c\u79cd\u7c7b<\/td>\n7\u79cd<\/td>\n<\/tr>\n
\u4e3b\u8981\u52a8\u4f5c<\/td>\n\u6df1\u8e72\u3001\u786c\u62c9\u3001\u80a9\u90e8\u8bad\u7ec3<\/td>\n<\/tr>\n
\u59ff\u6001\u63d0\u53d6\u6a21\u578b<\/td>\nYOLO Pose<\/td>\n<\/tr>\n
\u6570\u636e\u7ec4\u7ec7\u8bf4\u660e<\/td>\nCOCO\u683c\u5f0f\u53ca\u5173\u952e\u70b9TXT\u6587\u4ef6<\/td>\n<\/tr>\n
\u72b6\u6001\u6807\u7b7e<\/td>\nUp\u3001Down\u7b49<\/td>\n<\/tr>\n
\u9002\u7528\u4efb\u52a1<\/td>\n\u52a8\u4f5c\u8bc6\u522b\u3001\u52a8\u4f5c\u9636\u6bb5\u5206\u7c7b\u3001\u52a8\u4f5c\u8ba1\u6570<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u9700\u8981\u6ce8\u610f，9192\u662f\u63d0\u4f9b\u7684\u6570\u636e\u6587\u4ef6\u6570\u91cf，\u5e76\u4e0d\u4e00\u5b9a\u4ee3\u88689192\u5f20\u72ec\u7acb\u56fe\u50cf，\u5177\u4f53\u56fe\u7247\u6570\u91cf\u548c\u6807\u7b7e\u6570\u91cf\u9700\u8981\u4ee5\u4e0b\u8f7d\u540e\u7684\u6587\u4ef6\u7edf\u8ba1\u4e3a\u51c6\u3002<\/p>\n

\u4e8c\u3001\u6570\u636e\u96c6\u5305\u542b\u54ea\u4e9b\u5065\u8eab\u52a8\u4f5c？<\/h3>\n

\u6570\u636e\u96c6\u5171\u5305\u542b7\u79cd\u5065\u8eab\u52a8\u4f5c，\u4e3b\u8981\u5206\u4e3a\u4e09\u7ec4：<\/p>\n\n\u52a8\u4f5c\u7c7b\u522b\u6570\u91cf\u4e3b\u8981\u8fd0\u52a8\u7279\u5f81<\/tr>\n\n\n\n\n\n
\u6df1\u8e72（Squat）<\/td>\n3\u79cd\u53d8\u5f0f<\/td>\n\u9acb\u5173\u8282\u3001\u819d\u5173\u8282\u5c48\u4f38<\/td>\n<\/tr>\n
\u786c\u62c9（Deadlift）<\/td>\n3\u79cd\u53d8\u5f0f<\/td>\n\u9acb\u90e8\u4f38\u5c55\u3001\u8eaf\u5e72\u89d2\u5ea6\u53d8\u5316<\/td>\n<\/tr>\n
\u80a9\u90e8\u8bad\u7ec3（Shoulder Exercise）<\/td>\n1\u79cd<\/td>\n\u4e0a\u80a2\u62ac\u4e3e\u3001\u80a9\u8098\u5173\u8282\u53d8\u5316<\/td>\n<\/tr>\n
\u5408\u8ba1<\/td>\n7\u79cd<\/td>\n\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

2.1 \u6df1\u8e72\u52a8\u4f5c（Squat）<\/h4>\n

\u6df1\u8e72\u662f\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u4e2d\u6bd4\u8f83\u5178\u578b\u7684\u52a8\u4f5c\u8bc6\u522b\u4efb\u52a1\u3002<\/p>\n

\u8fd0\u52a8\u8fc7\u7a0b\u4e2d，\u4eba\u4f53\u819d\u5173\u8282\u548c\u9acb\u5173\u8282\u89d2\u5ea6\u4f1a\u53d1\u751f\u660e\u663e\u53d8\u5316\u3002<\/p>\n

\u901a\u5e38\u53ef\u4ee5\u5206\u4e3a：<\/p>\n

    \n
  • Up：\u7ad9\u7acb\u6216\u5411\u4e0a\u9636\u6bb5\u3002<\/li>\n
  • Down：\u4e0b\u8e72\u9636\u6bb5\u3002<\/li>\n<\/ul>\n

    \u901a\u8fc7\u8fde\u7eed\u8bc6\u522b Up \u548c Down \u72b6\u6001，\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5b9e\u73b0\u6df1\u8e72\u52a8\u4f5c\u8ba1\u6570\u3002<\/p>\n

    2.2 \u786c\u62c9\u52a8\u4f5c（Deadlift）<\/h4>\n

    \u786c\u62c9\u4e3b\u8981\u6d89\u53ca\u9acb\u90e8\u3001\u819d\u90e8\u548c\u8eaf\u5e72\u7684\u534f\u8c03\u8fd0\u52a8\u3002<\/p>\n

    \u5728\u786c\u62c9\u8fc7\u7a0b\u4e2d，\u4eba\u4f53\u7531\u4fef\u8eab\u72b6\u6001\u9010\u6e10\u4f38\u5c55\u81f3\u76f4\u7acb\u72b6\u6001，\u518d\u8fd4\u56de\u521d\u59cb\u59ff\u6001\u3002<\/p>\n

    \u6570\u636e\u96c6\u4ecb\u7ecd\u4e2d\u63d0\u5230\u4e86\u786c\u62c9\u76f8\u5173\u7684 ibw \u6807\u7b7e，\u56e0\u6b64\u5b9e\u9645\u4f7f\u7528\u65f6\u9700\u8981\u68c0\u67e5\u5176\u5177\u4f53\u542b\u4e49\u548c\u6807\u7b7e\u6620\u5c04，\u4e0d\u80fd\u76f4\u63a5\u5047\u5b9a\u6240\u6709\u786c\u62c9\u6837\u672c\u90fd\u91c7\u7528\u5b8c\u5168\u76f8\u540c\u7684 Up\/Down \u547d\u540d\u3002<\/p>\n

    2.3 \u80a9\u90e8\u8bad\u7ec3（Shoulder Exercise）<\/h4>\n

    \u80a9\u90e8\u8bad\u7ec3\u4e3b\u8981\u6d89\u53ca\u4e0a\u80a2\u8fd0\u52a8，\u53ef\u4ee5\u901a\u8fc7\u80a9\u5173\u8282\u3001\u8098\u5173\u8282\u53ca\u8155\u5173\u8282\u7684\u4f4d\u7f6e\u53d8\u5316\u5206\u6790\u52a8\u4f5c\u72b6\u6001\u3002<\/p>\n

    \u4e0e\u6df1\u8e72\u3001\u786c\u62c9\u76f8\u6bd4，\u80a9\u90e8\u8bad\u7ec3\u66f4\u4f9d\u8d56\u4e0a\u534a\u8eab\u5173\u952e\u70b9\u3002<\/p>\n

    \u56e0\u6b64，\u4e0d\u540c\u5065\u8eab\u52a8\u4f5c\u5728\u7279\u5f81\u9009\u62e9\u65b9\u9762\u53ef\u80fd\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n

    \u4e09\u3001\u6570\u636e\u96c6\u6807\u6ce8\u6709\u4ec0\u4e48\u7279\u70b9？<\/h3>\n

    \u8be5\u6570\u636e\u96c6\u7684\u6838\u5fc3\u7279\u70b9\u662f：<\/p>\n

    \u4eba\u4f53\u5173\u952e\u70b9 + \u52a8\u4f5c\u72b6\u6001\u6807\u7b7e<\/p>\n

    \u666e\u901a YOLO \u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u901a\u5e38\u53ea\u6807\u6ce8\u76ee\u6807\u7684\u77e9\u5f62\u6846，\u800c\u4eba\u4f53\u59ff\u6001\u6570\u636e\u96c6\u9700\u8981\u63cf\u8ff0\u4eba\u4f53\u5173\u8282\u7684\u4f4d\u7f6e\u3002<\/p>\n

    3.1 \u4eba\u4f53\u5173\u952e\u70b9\u4fe1\u606f<\/h4>\n

    YOLO Pose \u5e38\u7528\u7684 COCO \u4eba\u4f53\u5173\u952e\u70b9\u5b9a\u4e49\u5305\u542b17\u4e2a\u5173\u952e\u70b9\u3002<\/p>\n\n\u5173\u952e\u70b9\u7f16\u53f7\u4eba\u4f53\u90e8\u4f4d<\/tr>\n\n\n\n\n\n\n\n\n\n\n
    0<\/td>\n\u9f3b\u5b50<\/td>\n<\/tr>\n
    1～2<\/td>\n\u5de6\u53f3\u773c<\/td>\n<\/tr>\n
    3～4<\/td>\n\u5de6\u53f3\u8033<\/td>\n<\/tr>\n
    5～6<\/td>\n\u5de6\u53f3\u80a9<\/td>\n<\/tr>\n
    7～8<\/td>\n\u5de6\u53f3\u8098<\/td>\n<\/tr>\n
    9～10<\/td>\n\u5de6\u53f3\u8155<\/td>\n<\/tr>\n
    11～12<\/td>\n\u5de6\u53f3\u9acb<\/td>\n<\/tr>\n
    13～14<\/td>\n\u5de6\u53f3\u819d<\/td>\n<\/tr>\n
    15～16<\/td>\n\u5de6\u53f3\u8e1d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u4e9b\u5173\u952e\u70b9\u53ef\u4ee5\u7528\u4e8e\u8ba1\u7b97\u4eba\u4f53\u5173\u8282\u89d2\u5ea6\u3001\u5206\u6790\u8eab\u4f53\u59ff\u6001，\u4ee5\u53ca\u5224\u65ad\u52a8\u4f5c\u53d8\u5316\u3002<\/p>\n

    \u4f8b\u5982：<\/p>\n

      \n
    • \u6df1\u8e72：\u91cd\u70b9\u5206\u6790\u9acb\u90e8\u3001\u819d\u90e8\u548c\u8e1d\u90e8\u5173\u952e\u70b9\u3002<\/li>\n
    • \u786c\u62c9：\u91cd\u70b9\u5206\u6790\u80a9\u90e8\u3001\u9acb\u90e8\u548c\u819d\u90e8\u5173\u952e\u70b9\u3002<\/li>\n
    • \u80a9\u90e8\u8bad\u7ec3：\u91cd\u70b9\u5206\u6790\u80a9\u90e8\u3001\u8098\u90e8\u548c\u8155\u90e8\u5173\u952e\u70b9\u3002<\/li>\n<\/ul>\n

      \u9700\u8981\u6ce8\u610f，17\u5173\u952e\u70b9\u662f\u5e38\u89c1\u7684 COCO \u4eba\u4f53\u59ff\u6001\u5b9a\u4e49，\u5b9e\u9645\u6570\u636e\u6587\u4ef6\u4e2d\u7684\u5173\u952e\u70b9\u6570\u91cf\u3001\u987a\u5e8f\u548c\u53ef\u89c1\u6027\u5b57\u6bb5，\u5e94\u4ee5\u4e0b\u8f7d\u540e\u7684\u6807\u6ce8\u5185\u5bb9\u4e3a\u51c6\u3002<\/p>\n

      3.2 COCO\u4e0eYOLO Pose\u683c\u5f0f<\/h4>\n

      \u6570\u636e\u96c6\u4ecb\u7ecd\u63d0\u5230\u4f7f\u7528 COCO \u683c\u5f0f\u7ec4\u7ec7\u6570\u636e，\u5e76\u901a\u8fc7 YOLO Pose \u63d0\u53d6\u5173\u952e\u70b9，\u6620\u5c04\u5230\u5bf9\u5e94\u7684TXT\u6587\u4ef6\u3002<\/p>\n

      \u8fd9\u91cc\u9700\u8981\u533a\u5206\u4e24\u79cd\u683c\u5f0f：<\/p>\n

      COCO\u5173\u952e\u70b9\u683c\u5f0f<\/p>\n

      \u901a\u5e38\u4f7f\u7528JSON\u6587\u4ef6\u4fdd\u5b58\u56fe\u7247\u3001\u4eba\u4f53\u6846\u3001\u5173\u952e\u70b9\u5750\u6807\u7b49\u4fe1\u606f\u3002<\/p>\n

      YOLO Pose\u683c\u5f0f<\/p>\n

      \u901a\u5e38\u4f7f\u7528TXT\u6587\u4ef6，\u6bcf\u884c\u8bb0\u5f55\u4eba\u4f53\u7c7b\u522b\u3001\u68c0\u6d4b\u6846\u548c\u5173\u952e\u70b9\u5750\u6807\u3002<\/p>\n

      \u5e38\u89c1\u768417\u5173\u952e\u70b9YOLO Pose\u6807\u6ce8\u7ed3\u6784\u5982\u4e0b：<\/p>\n

      class x_center y_center width height
      \nx1 y1 v1 x2 y2 v2 … x17 y17 v17<\/p>\n

      \u5176\u4e2d：<\/p>\n

        \n
      • class：\u4eba\u4f53\u7c7b\u522b\u3002<\/li>\n
      • x_center\u3001y_center：\u4eba\u4f53\u6846\u4e2d\u5fc3\u5750\u6807\u3002<\/li>\n
      • width\u3001height：\u4eba\u4f53\u6846\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u3002<\/li>\n
      • x\u3001y：\u4eba\u4f53\u5173\u952e\u70b9\u5750\u6807\u3002<\/li>\n
      • v：\u5173\u952e\u70b9\u53ef\u89c1\u6027\u4fe1\u606f\u3002<\/li>\n<\/ul>\n

        \u8fd9\u662f\u6807\u51c6\u683c\u5f0f\u793a\u4f8b，\u5e76\u4e0d\u4ee3\u8868\u8be5\u6570\u636e\u96c6\u7684TXT\u6587\u4ef6\u4e00\u5b9a\u91c7\u7528\u5b8c\u5168\u76f8\u540c\u7684\u5b57\u6bb5\u7ed3\u6784\u3002<\/p>\n

        \u5982\u679c\u6570\u636e\u96c6\u4e2d\u4fdd\u5b58\u7684\u662f\u5df2\u7ecf\u63d0\u53d6\u597d\u7684\u5173\u952e\u70b9\u5750\u6807，\u5219\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u540e\u7eed\u52a8\u4f5c\u5206\u7c7b\u6a21\u578b，\u4e0d\u4e00\u5b9a\u9700\u8981\u91cd\u65b0\u8bad\u7ec3 YOLO Pose\u3002<\/p>\n

        \u56db\u3001Up\u548cDown\u6807\u7b7e\u6709\u4ec0\u4e48\u4f5c\u7528？<\/h3>\n

        \u8fd9\u662f\u8be5\u6570\u636e\u96c6\u4e0e\u666e\u901a\u4eba\u4f53\u59ff\u6001\u6570\u636e\u96c6\u6700\u5927\u7684\u533a\u522b\u4e4b\u4e00\u3002<\/p>\n

        \u6570\u636e\u96c6\u4e0d\u4ec5\u5305\u542b\u4eba\u4f53\u5173\u952e\u70b9，\u8fd8\u4e3a\u52a8\u4f5c\u5e27\u6807\u6ce8\u4e86\u4e0d\u540c\u7684\u8fd0\u52a8\u72b6\u6001\u3002<\/p>\n\n\u72b6\u6001\u6807\u7b7e\u4e2d\u6587\u542b\u4e49\u5178\u578b\u573a\u666f<\/tr>\n\n\n\n
        Up<\/td>\n\u5411\u4e0a\u6216\u4e0a\u65b9\u72b6\u6001<\/td>\n\u6df1\u8e72\u7ad9\u7acb\u9636\u6bb5<\/td>\n<\/tr>\n
        Down<\/td>\n\u5411\u4e0b\u6216\u4e0b\u65b9\u72b6\u6001<\/td>\n\u6df1\u8e72\u4e0b\u8e72\u9636\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u5177\u4f53\u72b6\u6001\u542b\u4e49\u9700\u8981\u7ed3\u5408\u4e0d\u540c\u5065\u8eab\u52a8\u4f5c\u7684\u6807\u6ce8\u89c4\u5219\u7406\u89e3\u3002<\/p>\n

        \u4f8b\u5982，\u6df1\u8e72\u52a8\u4f5c\u53ef\u4ee5\u901a\u8fc7\u8fde\u7eed\u72b6\u6001\u53d8\u5316\u5b9e\u73b0\u8ba1\u6570\u3002<\/p>\n

        \u52a8\u4f5c\u8ba1\u6570\u57fa\u672c\u539f\u7406<\/h4>\n

        \u5f00\u59cb
        \n \u2193
        \n\u8bfb\u53d6\u89c6\u9891\u5e27
        \n \u2193
        \n\u63d0\u53d6\u4eba\u4f53\u5173\u952e\u70b9
        \n \u2193
        \n\u8bc6\u522b\u5f53\u524d\u52a8\u4f5c\u72b6\u6001
        \n \u2193
        \nDown \u2192 Up
        \n \u2193
        \n\u5b8c\u6210\u4e00\u6b21\u6709\u6548\u52a8\u4f5c
        \n \u2193
        \n\u8ba1\u6570 +1<\/p>\n

        \u9700\u8981\u8bf4\u660e\u7684\u662f，\u5355\u5f20\u56fe\u7247\u53ea\u80fd\u5224\u65ad\u5f53\u524d\u52a8\u4f5c\u72b6\u6001，\u4e0d\u80fd\u76f4\u63a5\u786e\u5b9a\u5df2\u7ecf\u5b8c\u6210\u591a\u5c11\u6b21\u52a8\u4f5c\u3002<\/p>\n

        \u771f\u6b63\u7684\u52a8\u4f5c\u8ba1\u6570\u9700\u8981\u8fde\u7eed\u89c6\u9891\u5e27\u3001\u72b6\u6001\u53d8\u5316\u5224\u65ad\u548c\u91cd\u590d\u89e6\u53d1\u8fc7\u6ee4\u3002<\/p>\n

        \u4f8b\u5982，\u53ef\u4ee5\u52a0\u5165\u72b6\u6001\u6301\u7eed\u5e27\u6570\u9650\u5236，\u907f\u514d\u6a21\u578b\u5728 Up \u548c Down \u4e4b\u95f4\u9891\u7e41\u6296\u52a8，\u5bfc\u81f4\u91cd\u590d\u8ba1\u6570\u3002<\/p>\n

        \u56e0\u6b64，\u8fd9\u4e2a\u6570\u636e\u96c6\u6bd4\u8f83\u9002\u5408\u8bad\u7ec3\u52a8\u4f5c\u72b6\u6001\u5206\u7c7b\u6a21\u578b，\u518d\u7ed3\u5408\u72b6\u6001\u673a\u5b9e\u73b0\u5065\u8eab\u52a8\u4f5c\u8ba1\u6570\u3002<\/p>\n

        \u4e94\u3001\u5982\u4f55\u4f7f\u7528\u6570\u636e\u96c6\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3？<\/h3>\n

        \u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u4ee5\u91c7\u7528\u4e24\u79cd\u6280\u672f\u8def\u7ebf\u3002<\/p>\n

        5.1 \u65b9\u6848\u4e00：YOLO Pose + \u89c4\u5219\u8ba1\u6570<\/h4>\n

        \u9996\u5148\u4f7f\u7528\u9884\u8bad\u7ec3 YOLO Pose \u6a21\u578b\u63d0\u53d6\u4eba\u4f53\u5173\u952e\u70b9，\u518d\u901a\u8fc7\u5173\u8282\u89d2\u5ea6\u5224\u65ad\u52a8\u4f5c\u72b6\u6001\u3002<\/p>\n

        \u4f8b\u5982，\u6df1\u8e72\u53ef\u4ee5\u8ba1\u7b97\u819d\u5173\u8282\u89d2\u5ea6：<\/p>\n

        import<\/span> numpy as<\/span> np<\/p>\n

        def<\/span> calculate_angle<\/span>(<\/span>a,<\/span> b,<\/span> c)<\/span>:<\/span>
        \n a =<\/span> np.<\/span>array(<\/span>a,<\/span> dtype=<\/span>float<\/span>)<\/span>
        \n b =<\/span> np.<\/span>array(<\/span>b,<\/span> dtype=<\/span>float<\/span>)<\/span>
        \n c =<\/span> np.<\/span>array(<\/span>c,<\/span> dtype=<\/span>float<\/span>)<\/span><\/p>\n

        ba =<\/span> a –<\/span> b
        \n bc =<\/span> c –<\/span> b<\/p>\n

        cosine =<\/span> np.<\/span>dot(<\/span>ba,<\/span> bc)<\/span> \/<\/span> (<\/span>
        \n np.<\/span>linalg.<\/span>norm(<\/span>ba)<\/span> *<\/span> np.<\/span>linalg.<\/span>norm(<\/span>bc)<\/span> +<\/span> 1e-8<\/span>
        \n )<\/span><\/p>\n

        angle =<\/span> np.<\/span>degrees(<\/span>
        \n np.<\/span>arccos(<\/span>np.<\/span>clip(<\/span>cosine,<\/span> –<\/span>1.0<\/span>,<\/span> 1.0<\/span>)<\/span>)<\/span>
        \n )<\/span><\/p>\n

        return<\/span> angle<\/p>\n

        \u8f93\u5165\u9acb\u90e8\u3001\u819d\u90e8\u548c\u8e1d\u90e8\u4e09\u4e2a\u5173\u952e\u70b9，\u5c31\u53ef\u4ee5\u8ba1\u7b97\u819d\u5173\u8282\u89d2\u5ea6\u3002<\/p>\n

        \u518d\u7ed3\u5408\u9608\u503c\u5224\u65ad\u52a8\u4f5c\u5904\u4e8e Up \u8fd8\u662f Down \u9636\u6bb5\u3002<\/p>\n

        \u8fd9\u79cd\u65b9\u6cd5\u4e0d\u9700\u8981\u5355\u72ec\u8bad\u7ec3\u52a8\u4f5c\u5206\u7c7b\u6a21\u578b，\u5b9e\u73b0\u96be\u5ea6\u8f83\u4f4e，\u9002\u5408\u57fa\u7840\u5b9e\u9a8c\u3002<\/p>\n

        5.2 \u65b9\u6848\u4e8c：YOLO Pose + \u673a\u5668\u5b66\u4e60\u5206\u7c7b<\/h4>\n

        \u5229\u7528\u6570\u636e\u96c6\u5df2\u7ecf\u63d0\u53d6\u7684\u4eba\u4f53\u5173\u952e\u70b9\u548c\u72b6\u6001\u6807\u7b7e，\u8bad\u7ec3\u4e00\u4e2a Up\/Down \u5206\u7c7b\u6a21\u578b\u3002<\/p>\n

        \u53ef\u9009\u7b97\u6cd5\u5305\u62ec：<\/p>\n\n\u7b97\u6cd5\u4e3b\u8981\u7528\u9014\u96be\u5ea6<\/tr>\n\n\n\n\n\n\n
        Random Forest<\/td>\n\u5173\u952e\u70b9\u7279\u5f81\u5206\u7c7b<\/td>\n\u4f4e<\/td>\n<\/tr>\n
        SVM<\/td>\n\u52a8\u4f5c\u72b6\u6001\u5206\u7c7b<\/td>\n\u4f4e<\/td>\n<\/tr>\n
        MLP<\/td>\n\u975e\u7ebf\u6027\u59ff\u6001\u7279\u5f81\u5206\u7c7b<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        LSTM<\/td>\n\u8fde\u7eed\u59ff\u6001\u5e8f\u5217\u5206\u6790<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        GRU<\/td>\n\u8f7b\u91cf\u5316\u52a8\u4f5c\u65f6\u5e8f\u5206\u7c7b<\/td>\n\u4e2d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u5982\u679c\u6570\u636e\u96c6\u4e2d\u7684\u6837\u672c\u4e3b\u8981\u662f\u72ec\u7acb\u89c6\u9891\u5e27，\u53ef\u4ee5\u5148\u4f7f\u7528 Random Forest \u6216 MLP \u5b8c\u6210\u72b6\u6001\u5206\u7c7b\u3002<\/p>\n

        \u5982\u679c\u5e0c\u671b\u4f7f\u7528 LSTM\u3001GRU \u7b49\u65f6\u5e8f\u6a21\u578b，\u5219\u9700\u8981\u786e\u8ba4\u539f\u59cb\u6570\u636e\u662f\u5426\u4fdd\u7559\u89c6\u9891\u6765\u6e90\u548c\u5e27\u987a\u5e8f，\u4ee5\u4fbf\u6784\u5efa\u8fde\u7eed\u52a8\u4f5c\u5e8f\u5217\u3002<\/p>\n

        \u63a8\u8350\u521d\u5b66\u8005\u4f18\u5148\u91c7\u7528：YOLO Pose + Random Forest + \u72b6\u6001\u673a\u8ba1\u6570\u3002<\/p>\n

        \u8fd9\u6837\u65e2\u80fd\u5229\u7528\u5df2\u6709\u5173\u952e\u70b9\u6807\u7b7e，\u4e5f\u53ef\u4ee5\u901a\u8fc7\u72b6\u6001\u53d8\u5316\u5b9e\u73b0\u52a8\u4f5c\u6b21\u6570\u7edf\u8ba1\u3002<\/p>\n

        \u516d\u3001\u6570\u636e\u96c6\u9002\u5408\u54ea\u4e9b\u7814\u7a76\u65b9\u5411？<\/h3>\n

        \u8be5\u6570\u636e\u96c6\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u52a8\u4f5c\u8ba1\u6570，\u4e5f\u9002\u5408\u5f00\u5c55\u4eba\u4f53\u59ff\u6001\u5206\u6790\u76f8\u5173\u5b9e\u9a8c\u3002<\/p>\n\n\u7814\u7a76\u65b9\u5411\u4e3b\u8981\u5185\u5bb9\u96be\u5ea6<\/tr>\n\n\n\n\n\n\n\n
        \u6df1\u8e72\u52a8\u4f5c\u72b6\u6001\u8bc6\u522b<\/td>\n\u5224\u65adUp\/Down\u72b6\u6001<\/td>\n\u4f4e<\/td>\n<\/tr>\n
        \u5065\u8eab\u52a8\u4f5c\u81ea\u52a8\u8ba1\u6570<\/td>\n\u6839\u636e\u72b6\u6001\u53d8\u5316\u7edf\u8ba1\u6b21\u6570<\/td>\n\u4f4e<\/td>\n<\/tr>\n
        \u591a\u79cd\u5065\u8eab\u52a8\u4f5c\u5206\u7c7b<\/td>\n\u533a\u5206\u4e0d\u540c\u5065\u8eab\u52a8\u4f5c<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        \u5173\u952e\u70b9\u5206\u7c7b\u7b97\u6cd5\u5bf9\u6bd4<\/td>\nRF\u3001SVM\u3001MLP\u5bf9\u6bd4<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        \u5065\u8eab\u52a8\u4f5c\u65f6\u5e8f\u8bc6\u522b<\/td>\nLSTM\u3001GRU\u5206\u6790\u52a8\u4f5c\u5e8f\u5217<\/td>\n\u4e2d<\/td>\n<\/tr>\n
        \u5065\u8eab\u52a8\u4f5c\u89c4\u8303\u6027\u5206\u6790<\/td>\n\u7ed3\u5408\u5173\u8282\u89d2\u5ea6\u548c\u989d\u5916\u6807\u51c6\u5224\u65ad\u52a8\u4f5c\u8d28\u91cf<\/td>\n\u4e2d～\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u9700\u8981\u7279\u522b\u6ce8\u610f，\u6570\u636e\u96c6\u4e3b\u8981\u63d0\u4f9b\u52a8\u4f5c\u5173\u952e\u70b9\u53ca\u72b6\u6001\u4fe1\u606f，\u6ca1\u6709\u660e\u786e\u8bf4\u660e\u5305\u542b\u52a8\u4f5c\u662f\u5426\u6807\u51c6\u3001\u9519\u8bef\u52a8\u4f5c\u7c7b\u578b\u7b49\u6807\u7b7e\u3002<\/p>\n

        \u56e0\u6b64，\u5982\u679c\u8981\u5b9e\u73b0\u52a8\u4f5c\u89c4\u8303\u6027\u8bc4\u5206\u6216\u9519\u8bef\u59ff\u52bf\u7ea0\u6b63，\u901a\u5e38\u8fd8\u9700\u8981\u8865\u5145\u89c4\u5219\u3001\u4eba\u5de5\u6807\u6ce8\u6216\u989d\u5916\u7684\u6570\u636e\u96c6\u3002<\/p>\n

        \u9002\u5408\u7684\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee<\/h4>\n
      • \u57fa\u4e8eYOLO Pose\u7684\u5065\u8eab\u52a8\u4f5c\u8bc6\u522b\u4e0e\u81ea\u52a8\u8ba1\u6570\u7814\u7a76<\/li>\n
      • \u57fa\u4e8eYOLO11-Pose\u7684\u6df1\u8e72\u52a8\u4f5c\u8bc6\u522b\u4e0e\u8ba1\u6570\u65b9\u6cd5\u7814\u7a76<\/li>\n
      • \u57fa\u4e8e\u4eba\u4f53\u5173\u952e\u70b9\u4e0e\u968f\u673a\u68ee\u6797\u7684\u5065\u8eab\u52a8\u4f5c\u72b6\u6001\u5206\u7c7b\u7814\u7a76<\/li>\n
      • \u57fa\u4e8eYOLO Pose\u4e0eGRU\u7684\u5065\u8eab\u52a8\u4f5c\u65f6\u5e8f\u8bc6\u522b\u7814\u7a76<\/li>\n
      • \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u591a\u7c7b\u522b\u5065\u8eab\u52a8\u4f5c\u8bc6\u522b\u4e0e\u8ba1\u6570\u65b9\u6cd5\u7814\u7a76<\/li>\n

        \u5bf9\u4e8e\u672c\u79d1\u6bd5\u4e1a\u8bbe\u8ba1，\u4f7f\u7528\u8be5\u6570\u636e\u96c6\u5b8c\u6210\u5173\u952e\u70b9\u63d0\u53d6\u3001\u52a8\u4f5c\u72b6\u6001\u5206\u7c7b\u548c\u81ea\u52a8\u8ba1\u6570，\u5177\u6709\u4e00\u5b9a\u7684\u5b9e\u8df5\u4ef7\u503c\u3002<\/p>\n

        \u5982\u679c\u662f\u7814\u7a76\u751f\u8bfe\u9898，\u5efa\u8bae\u8fdb\u4e00\u6b65\u7814\u7a76\u52a8\u4f5c\u8bc6\u522b\u7684\u65f6\u5e8f\u5efa\u6a21\u3001\u8de8\u4eba\u5458\u6cdb\u5316\u80fd\u529b\u3001\u5173\u952e\u70b9\u906e\u6321\u9c81\u68d2\u6027\u7b49\u95ee\u9898\u3002<\/p>\n

        \u4e03\u3001\u4f7f\u7528\u8fd9\u4e2a\u6570\u636e\u96c6\u9700\u8981\u6ce8\u610f\u4ec0\u4e48？<\/h3>\n

        \u867d\u7136\u6570\u636e\u96c6\u5df2\u7ecf\u63d0\u4f9b\u5173\u952e\u70b9\u548c\u52a8\u4f5c\u72b6\u6001\u6807\u7b7e，\u4f46\u5b9e\u9645\u4f7f\u7528\u65f6\u4ecd\u7136\u9700\u8981\u5173\u6ce8\u4ee5\u4e0b\u95ee\u9898\u3002<\/p>\n

        1. \u786e\u8ba4\u52a8\u4f5c\u7c7b\u522b\u4e0e\u72b6\u6001\u6807\u7b7e\u7684\u5bf9\u5e94\u5173\u7cfb<\/p>\n

        7\u79cd\u52a8\u4f5c\u4e0eUp\/Down\u72b6\u6001\u662f\u4e24\u4e2a\u4e0d\u540c\u5c42\u6b21\u7684\u6807\u7b7e，\u8bad\u7ec3\u524d\u9700\u8981\u660e\u786e\u52a8\u4f5c\u7c7b\u578b\u3001\u72b6\u6001\u7c7b\u522b\u4ee5\u53ca\u5bf9\u5e94\u6587\u4ef6\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n

        3. \u907f\u514d\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u6570\u636e\u6cc4\u6f0f<\/p>\n

        \u5982\u679c\u591a\u4e2a\u56fe\u7247\u6765\u81ea\u540c\u4e00\u6bb5\u5065\u8eab\u89c6\u9891，\u5efa\u8bae\u6309\u7167\u539f\u59cb\u89c6\u9891\u6216\u4eba\u5458\u5212\u5206\u6570\u636e\u96c6，\u800c\u4e0d\u662f\u968f\u673a\u5212\u5206\u76f8\u90bb\u89c6\u9891\u5e27\u3002<\/p>\n

        4. \u68c0\u67e5\u5173\u952e\u70b9\u8d28\u91cf<\/p>\n

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          \n
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          \n","protected":false},"excerpt":{"rendered":"

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