{"id":6673,"date":"2025-09-29T12:45:48","date_gmt":"2025-09-29T04:45:48","guid":{"rendered":"https:\/\/xinchewhd.com.cn\/?p=6673"},"modified":"2025-09-29T12:45:55","modified_gmt":"2025-09-29T04:45:55","slug":"yolo%e7%ae%97%e6%b3%95%e8%bf%9b%e8%a1%8c%e8%bf%90%e5%8a%a8%e7%9b%91%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/xinchewhd.com.cn\/index.php\/yolo\/yolo%e7%ae%97%e6%b3%95%e8%bf%9b%e8%a1%8c%e8%bf%90%e5%8a%a8%e7%9b%91%e6%b5%8b\/","title":{"rendered":"yolo\u7b97\u6cd5\u8fdb\u884c\u8fd0\u52a8\u76d1\u6d4b"},"content":{"rendered":"\n<p>\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u57fa\u4e8eYOLO\u7b97\u6cd5\u7684\u8fd0\u52a8\u76d1\u6d4b\u9879\u76ee\uff0c\u901a\u8fc7\u8bc6\u522b\u4eba\u4f53\u5173\u952e\u5173\u8282\u8282\u70b9\uff0c\u5b9e\u73b0\u5bf9\u4fef\u5367\u6491\u3001\u6df1\u8e72\u3001\u538b\u817f\u548c\u9ad8\u62ac\u817f\u7b49\u52a8\u4f5c\u7684\u81ea\u52a8\u8ba1\u6570\u3002<\/p>\n\n\n\n<p>\u89c6\u9891\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5b9e\u65f6\u6807\u6ce8\u5173\u8282\u70b9\u3001\u8ba1\u7b97\u5f2f\u66f2\u89d2\u5ea6\uff0c\u5e76\u7edf\u8ba1\u52a8\u4f5c\u6b21\u6570\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u5b9e\u7528\u7684AI\u5e94\u7528\uff0c\u9002\u5408\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u4f53\u80b2\u5065\u5eb7\u9886\u57df\u7684\u7231\u597d\u8005\u3002<\/p>\n\n\n\n<p>\u5728\u89c6\u9891\u5f00\u5934\uff0c\u6211\u4eec\u770b\u5230\u4e00\u4e2a\u4fef\u5367\u6491\u76d1\u6d4b\u7684\u793a\u4f8b\uff1a\u7a0b\u5e8f\u7528\u7ea2\u8272\u5706\u5708\u6807\u6ce8\u80a9\u8180\u3001\u8098\u90e8\u548c\u624b\u8155\uff0c\u5e76\u663e\u793a\u5f2f\u66f2\u89d2\u5ea6\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u89d2\u5ea6\u53d8\u5316\uff0c\u52a8\u4f5c\u6b21\u6570\u5b9e\u65f6\u66f4\u65b0\uff0c\u6700\u7ec8\u8ba1\u6570\u4e3a4\u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" data-src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-1024x575.png\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\" alt=\"\" class=\"wp-image-6674 lazyload\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-1024x575.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-300x168.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-768x431.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><noscript><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-1024x575.png\" alt=\"\" class=\"wp-image-6674\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-1024x575.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-300x168.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324-768x431.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044508324.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u539f\u7406\uff1a\u4eba\u4f53\u5173\u952e\u5173\u8282\u8282\u70b9\u8bc6\u522b<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<p>YOLO\u7b97\u6cd5\u5c06\u4eba\u4f53\u5173\u8282\u5206\u4e3a17\u4e2a\u5173\u952e\u8282\u70b9\uff0c\u5305\u62ec\u773c\u775b\u3001\u9f3b\u5b50\u3001\u8033\u6735\u3001\u80a9\u8180\u3001\u8098\u90e8\u3001\u624b\u8155\u3001\u9acb\u5173\u8282\u3001\u819d\u76d6\u548c\u811a\u8e1d\u7b49\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u8bc6\u522b\u8fd9\u4e9b\u8282\u70b9\u7684\u4f4d\u7f6e\uff0c\u5206\u6790\u5173\u8282\u95f4\u7684\u5f2f\u66f2\u89d2\u5ea6\uff0c\u6765\u5224\u65ad\u52a8\u4f5c\u59ff\u6001\u548c\u8ba1\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"772\" height=\"617\" data-src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198.jpg\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\" alt=\"\" class=\"wp-image-6675 lazyload\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198.jpg 772w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198-300x240.jpg 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198-768x614.jpg 768w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><noscript><img loading=\"lazy\" decoding=\"async\" width=\"772\" height=\"617\" src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198.jpg\" alt=\"\" class=\"wp-image-6675\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198.jpg 772w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198-300x240.jpg 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044514198-768x614.jpg 768w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><\/noscript><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u4fef\u5367\u6491\uff0c\u6211\u4eec\u91cd\u70b9\u8bc6\u522b\u5de6\u81c2\u7684\u80a9\u8180\uff08\u8282\u70b95\uff09\u3001\u8098\u90e8\uff08\u8282\u70b97\uff09\u548c\u624b\u8155\uff08\u8282\u70b99\uff09\u3002<\/p>\n\n\n\n<p>\u5f2f\u66f2\u89d2\u5ea6\u5982152\u5ea6\u65f6\uff0c\u8868\u793a\u4f38\u5c55\u72b6\u6001\uff1b<\/p>\n\n\n\n<p>\u89d2\u5ea6\u53d8\u5316\u7528\u4e8e\u8ba1\u6570\u3002<\/p>\n\n\n\n<p>\u7c7b\u4f3c\u5730\uff0c\u5176\u4ed6\u52a8\u4f5c\u9009\u62e9\u76f8\u5e94\u8282\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6df1\u8e72\uff1a\u80a9\u8180\uff086\uff09\u3001\u9acb\u5173\u8282\uff0812\uff09\u3001\u819d\u76d6\uff0814\uff09<\/li>\n\n\n\n<li>\u538b\u817f\uff1a\u9acb\u5173\u8282\uff0811\uff09\u3001\u819d\u76d6\uff0813\uff09\u3001\u811a\u8e1d\uff0815\uff09<\/li>\n\n\n\n<li>\u9ad8\u62ac\u817f\uff1a\u9acb\u5173\u8282\uff0812\uff09\u3001\u819d\u76d6\uff0814\uff09\u3001\u811a\u8e1d\uff0816\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u539f\u7406\u662f\u901a\u8fc7\u4e09\u4e2a\u6838\u5fc3\u8282\u70b9\u7684\u5f2f\u66f2\u60c5\u51b5\uff0c\u76d1\u6d4b\u4f38\u5c55\uff08up\uff09\u548c\u6536\u7f29\uff08down\uff09\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u4e00\u65e6\u5b8c\u6210\u4e00\u4e2a\u5468\u671f\uff0c\u8ba1\u6570\u52a01\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ee3\u7801\u5b9e\u73b0<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528Python\u3001OpenCV\u548cUltralytics\u7684solutions\u5305\u3002\u6838\u5fc3\u662fAIGym\u7c7b\uff0c\u7528\u4e8e\u8fd0\u52a8\u76d1\u6d4b\u3002\u4ee5\u4e0b\u662f\u5b8c\u6574\u4ee3\u7801\uff08\u4ee5\u4fef\u5367\u6491\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>import&nbsp;cv2<\/code><code>from&nbsp;ultralytics&nbsp;import&nbsp;solutions<\/code><code>#\u8bfb\u53d6\u89c6\u9891<\/code><code>cap = cv2.VideoCapture(\"Pushups.demo.video.mp4\")<\/code><code>#\u5224\u65ad\u89c6\u9891\u662f\u5426\u8bfb\u53d6\u6210\u529f<\/code><code>assert&nbsp;cap.isOpened(),&nbsp;\"Error reading video file\"<\/code><code># \u521d\u59cb\u5316AIGym<\/code><code>gym = solutions.AIGym(<\/code><code>&nbsp; &nbsp; show=True, &nbsp;# \u5c55\u793a\u6548\u679c<\/code><code>&nbsp; &nbsp; kpts=[5,&nbsp;7,&nbsp;9], &nbsp;# \u5904\u7406\u7684\u5173\u952e\u70b9<\/code><code>&nbsp; &nbsp; model=\"yolo11x-pose.pt\", &nbsp;# \u6a21\u578b\u8def\u5f84<\/code><code>&nbsp; &nbsp;&nbsp;# up_angle = 145,<\/code><code>&nbsp; &nbsp; down_angle =&nbsp;100<\/code><code>)<\/code><code># \u5904\u7406\u89c6\u9891<\/code><code>while&nbsp;cap.isOpened():<\/code><code>&nbsp; &nbsp;&nbsp;# \u8bfb\u53d6\u89c6\u9891\u5e27\u6570<\/code><code>&nbsp; &nbsp; success, im0 = cap.read()<\/code><code>&nbsp; &nbsp;&nbsp;# \u5224\u65ad\u662f\u5426\u8bfb\u53d6\u6210\u529f<\/code><code>&nbsp; &nbsp;&nbsp;if&nbsp;not&nbsp;success:<\/code><code>&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;print(\"Video frame is empty or processing is complete.\")<\/code><code>&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;break<\/code><code><br><\/code><code>&nbsp; &nbsp;&nbsp;# \u5904\u7406\u89c6\u9891\u5e27\u6570<\/code><code>&nbsp; &nbsp; results = gym(im0)<\/code><code>cap.release()<\/code><code>cv2.waitKey(0)<\/code><code>cv2.destroyAllWindows() &nbsp;# destroy all opened windows<\/code><code><\/code><\/pre>\n\n\n\n<p>\u6574\u4e2a\u4ee3\u7801\u662f\u7528Python\u5b9e\u73b0\u7684YOLO\u8fd0\u52a8\u76d1\u6d4b\u7a0b\u5e8f\uff0c\u4e3b\u8981\u7528\u4e8e\u5904\u7406\u89c6\u9891\u5e27\uff0c\u8bc6\u522b\u4eba\u4f53\u5173\u952e\u70b9\uff0c\u5e76\u8ba1\u6570\u52a8\u4f5c\uff08\u5982\u4fef\u5367\u6491\uff09\u3002<\/p>\n\n\n\n<p>\u5b83\u4f9d\u8d56OpenCV\uff08cv2\uff09\u548cUltralytics\u7684solutions\u6a21\u5757\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5bfc\u5165\u6a21\u5757<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\"><\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>import&nbsp;cv2<\/code><code>from&nbsp;ultralytics&nbsp;import&nbsp;solutions<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>import cv2\uff1a\u5bfc\u5165OpenCV\u5e93\uff0c\u7528\u4e8e\u89c6\u9891\u8bfb\u53d6\u3001\u5904\u7406\u548c\u663e\u793a\u3002<\/li>\n\n\n\n<li>from ultralytics import solutions\uff1a\u4eceUltralytics\u5e93\u5bfc\u5165solutions\u6a21\u5757\uff0c\u5176\u4e2d\u5305\u542bAIGym\u7c7b\uff0c\u7528\u4e8eAI\u8fd0\u52a8\u76d1\u6d4b\uff08\u57fa\u4e8eYOLO\u59ff\u6001\u4f30\u8ba1\uff09\u3002 \u8fd9\u90e8\u5206\u662f\u4ee3\u7801\u7684\u57fa\u7840\uff0c\u786e\u4fdd\u6240\u9700\u5de5\u5177\u53ef\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8bfb\u53d6\u89c6\u9891\u5e76\u68c0\u67e5<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\"><\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>#\u8bfb\u53d6\u89c6\u9891<\/code><code>cap&nbsp;= cv2.VideoCapture(\"Pushups.demo.video.mp4\")<\/code><code>#\u5224\u65ad\u89c6\u9891\u662f\u5426\u8bfb\u53d6\u6210\u529f<\/code><code>assert cap.isOpened(),&nbsp;\"Error reading video file\"<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>cap = cv2.VideoCapture(\"Pushups.demo.video.mp4\")\uff1a\u6253\u5f00\u6307\u5b9a\u89c6\u9891\u6587\u4ef6\uff08\u8fd9\u91cc\u662f\u4fef\u5367\u6491\u6f14\u793a\u89c6\u9891\uff09\u3002cap\u662f\u4e00\u4e2a\u89c6\u9891\u6355\u83b7\u5bf9\u8c61\uff0c\u7528\u4e8e\u9010\u5e27\u8bfb\u53d6\u3002<\/li>\n\n\n\n<li>assert cap.isOpened(), \"Error reading video file\"\uff1a\u68c0\u67e5\u89c6\u9891\u662f\u5426\u6210\u529f\u6253\u5f00\u3002\u5982\u679c\u5931\u8d25\uff0c\u629b\u51fa\u9519\u8bef\u4fe1\u606f\u5e76\u505c\u6b62\u7a0b\u5e8f\u3002\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u9519\u8bef\u5904\u7406\uff0c\u786e\u4fdd\u89c6\u9891\u6587\u4ef6\u5b58\u5728\u4e14\u53ef\u8bfb\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u521d\u59cb\u5316AIGym\u5bf9\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"><code># \u521d\u59cb\u5316AIGym<\/code><code>gym = solutions.AIGym(<\/code><code>&nbsp; &nbsp; show=True, &nbsp;# \u5c55\u793a\u6548\u679c<\/code><code>&nbsp; &nbsp; kpts=[5, 7, 9], &nbsp;# \u5904\u7406\u7684\u5173\u952e\u70b9<\/code><code>&nbsp; &nbsp; model=\"yolo11x-pose.pt\", &nbsp;# \u6a21\u578b\u8def\u5f84<\/code><code>&nbsp; &nbsp;&nbsp;# up_angle = 145,<\/code><code>&nbsp; &nbsp; down_angle = 100<\/code><code>)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u521b\u5efaAIGym\u5b9e\u4f8b\uff0c\u7528\u4e8e\u8fd0\u52a8\u76d1\u6d4b\u3002<\/li>\n\n\n\n<li>show=True\uff1a\u542f\u7528\u5b9e\u65f6\u663e\u793a\u5904\u7406\u540e\u7684\u89c6\u9891\u5e27\uff08\u5305\u62ec\u6807\u6ce8\u5173\u952e\u70b9\u548c\u89d2\u5ea6\uff09\u3002<\/li>\n\n\n\n<li>kpts=[5, 7, 9]\uff1a\u6307\u5b9a\u4eba\u4f53\u5173\u952e\u70b9\uff08\u57fa\u4e8eYOLO\u768417\u4e2a\u59ff\u6001\u8282\u70b9\uff09\u3002\u8fd9\u91cc\u662f\u5de6\u4fa7\u80a9\u8180(5)\u3001\u8098\u90e8(7)\u3001\u624b\u8155(9)\uff0c\u9002\u5408\u4fef\u5367\u6491\u76d1\u6d4b\u3002<\/li>\n\n\n\n<li>model=\"yolo11x-pose.pt\"\uff1a\u52a0\u8f7dYOLOv11x\u59ff\u6001\u6a21\u578b\uff08x\u7248\u7cbe\u5ea6\u9ad8\uff0c\u4f46\u8ba1\u7b97\u5bc6\u96c6\uff1b\u53ef\u6362\u6210n\/m\u7248\u4ee5\u52a0\u901f\uff09\u3002\u6a21\u578b\u6587\u4ef6\u9700\u63d0\u524d\u4e0b\u8f7d\u6216\u901a\u8fc7Ultralytics\u81ea\u52a8\u83b7\u53d6\u3002<\/li>\n\n\n\n<li>up_angle = 145\uff1a\u4f38\u5c55\u89d2\u5ea6\u9608\u503c\uff08\u9ed8\u8ba4145\u5ea6\uff0c\u8868\u793a\u52a8\u4f5c\u4f38\u5c55\u72b6\u6001\uff09\u3002<\/li>\n\n\n\n<li>down_angle = 100\uff1a\u8bbe\u7f6e\u6536\u7f29\u89d2\u5ea6\u9608\u503c\uff08\u5c0f\u4e8e\u6b64\u503c\u89c6\u4e3a\u6536\u7f29\u72b6\u6001\uff09\u3002\u7528\u4e8e\u5224\u65ad\u52a8\u4f5c\u5468\u671f\uff08up\u5230down\u518d\u56deup\u8ba1\u6570\u4e00\u6b21\uff09\u3002\u8fd9\u91cc\u8c03\u6574\u4e3a100\u5ea6\uff0c\u53ef\u80fd\u9002\u5e94\u7279\u5b9a\u52a8\u4f5c\u5982\u538b\u817f\u3002 \u8fd9\u90e8\u5206\u662f\u6838\u5fc3\u914d\u7f6e\uff0c\u5b9a\u4e49\u4e86\u76d1\u6d4b\u7684\u5173\u8282\u548c\u9608\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5904\u7406\u89c6\u9891\u5e27\u7684\u5faa\u73af<\/strong><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"><code># \u5904\u7406\u89c6\u9891<\/code><code>while&nbsp;cap.isOpened():<\/code><code>&nbsp; &nbsp;&nbsp;# \u8bfb\u53d6\u89c6\u9891\u5e27\u6570<\/code><code>&nbsp; &nbsp; success, im0 = cap.read()<\/code><code>&nbsp; &nbsp;&nbsp;# \u5224\u65ad\u662f\u5426\u8bfb\u53d6\u6210\u529f<\/code><code>&nbsp; &nbsp;&nbsp;if&nbsp;not success:<\/code><code>&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;print(\"Video frame is empty or processing is complete.\")<\/code><code>&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;break<\/code><code>&nbsp; &nbsp;&nbsp;# \u5904\u7406\u89c6\u9891\u5e27\u6570<\/code><code>&nbsp; &nbsp; results = gym(im0)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>while cap.isOpened()\uff1a\u5faa\u73af\u5904\u7406\u89c6\u9891\uff0c\u76f4\u5230\u7ed3\u675f\u6216\u5173\u95ed\u3002<\/li>\n\n\n\n<li>success, im0 = cap.read()\uff1a\u8bfb\u53d6\u4e00\u5e27\u89c6\u9891\u3002success\u662f\u5e03\u5c14\u503c\uff08True\u8868\u793a\u8bfb\u53d6\u6210\u529f\uff09\uff0cim0\u662f\u5f53\u524d\u5e27\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>if not success: ... break\uff1a\u5982\u679c\u8bfb\u53d6\u5931\u8d25\uff08\u89c6\u9891\u7ed3\u675f\uff09\uff0c\u6253\u5370\u6d88\u606f\u5e76\u9000\u51fa\u5faa\u73af\u3002<\/li>\n\n\n\n<li>results = gym(im0)\uff1a\u5c06\u5f53\u524d\u5e27\u4f20\u5165AIGym\u5904\u7406\u3002\u5b83\u4f1a\u4f7f\u7528YOLO\u68c0\u6d4b\u5173\u952e\u70b9\u3001\u8ba1\u7b97\u89d2\u5ea6\u3001\u66f4\u65b0\u8ba1\u6570\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\uff08\u53ef\u80fd\u5305\u62ec\u6807\u6ce8\u540e\u7684\u56fe\u50cf\uff09\u3002\u7531\u4e8eshow=True\uff0c\u4f1a\u81ea\u52a8\u663e\u793a\u5904\u7406\u6548\u679c\u3002 \u8fd9\u662f\u4e00\u4e2a\u4e3b\u5faa\u73af\uff0c\u5b9e\u73b0\u5b9e\u65f6\u89c6\u9891\u5904\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u91ca\u653e\u8d44\u6e90\u548c\u7b49\u5f85<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>cap.release()<\/code><code>cv2.waitKey(0)<\/code><code>cv2.destroyAllWindows() &nbsp;# destroy&nbsp;all&nbsp;opened windows<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>cap.release()\uff1a\u91ca\u653e\u89c6\u9891\u6355\u83b7\u5bf9\u8c61\uff0c\u5173\u95ed\u89c6\u9891\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>cv2.waitKey(0)\uff1a\u7b49\u5f85\u6309\u952e\u8f93\u5165\uff080\u8868\u793a\u65e0\u9650\u7b49\u5f85\uff09\uff0c\u9632\u6b62\u7a97\u53e3\u7acb\u5373\u5173\u95ed\u3002\u7528\u6237\u53ef\u6309\u4efb\u610f\u952e\u9000\u51fa\u3002<\/li>\n\n\n\n<li>cv2.destroyAllWindows()\uff1a\u5173\u95ed\u6240\u6709OpenCV\u7a97\u53e3\u3002 \u8fd9\u90e8\u5206\u662f\u6e05\u7406\u64cd\u4f5c\uff0c\u786e\u4fdd\u7a0b\u5e8f\u4f18\u96c5\u7ed3\u675f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6574\u4f53\u8fd0\u884c\u903b\u8f91<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7a0b\u5e8f\u8bfb\u53d6\u89c6\u9891\uff0c\u521d\u59cb\u5316YOLO\u76d1\u6d4b\u5bf9\u8c61\uff0c\u9010\u5e27\u5904\u7406\uff08\u68c0\u6d4b\u5173\u952e\u70b9\u3001\u8ba1\u7b97\u89d2\u5ea6\u3001\u8ba1\u6570\uff09\uff0c\u5b9e\u65f6\u663e\u793a\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u9002\u7528\u4e8e\u4fef\u5367\u6491\uff08\u901a\u8fc7\u8098\u90e8\u5f2f\u66f2\u8ba1\u6570\uff09\uff0c\u53ef\u4fee\u6539kpts\u3001model\u548c\u89d2\u5ea6\u9608\u503c\u6269\u5c55\u5230\u5176\u4ed6\u52a8\u4f5c\uff08\u5982\u6df1\u8e72\uff09\u3002<\/li>\n\n\n\n<li>\u6ce8\u610f\uff1a\u9700\u786e\u4fddYOLO\u6a21\u578b\u6587\u4ef6\u5b58\u5728\uff1b\u5982\u679c\u7535\u8111\u914d\u7f6e\u4f4e\uff0c\u5927\u6a21\u578b\u5982x\u7248\u53ef\u80fd\u5361\u987f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e0d\u540c\u52a8\u4f5c\u793a\u4f8b<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6df1\u8e72\u76d1\u6d4b<\/strong><\/h3>\n\n\n\n<p>\u66f4\u6362kpts=[6,12,14]\uff0c\u89c6\u9891\u4e3a\u6df1\u8e72\u6587\u4ef6\u3002\u6548\u679c\uff1a\u5b8c\u7f8e\u8bc6\u522b\u89d2\u5ea6\u53d8\u5316\uff0c\u8ba1\u65704\u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-1024x576.png\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\" alt=\"\" class=\"wp-image-6676 lazyload\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-1024x576.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-300x169.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-768x432.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><noscript><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-1024x576.png\" alt=\"\" class=\"wp-image-6676\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-1024x576.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-300x169.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775-768x432.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044524775.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u538b\u817f\u76d1\u6d4b<\/strong><\/h3>\n\n\n\n<p>kpts=[11,13,15]\uff0c\u521d\u59cb\u7528\"yolo11n-pose.pt\"\u53ef\u80fd\u8bc6\u522b\u4e0d\u51c6\uff0c\u6362\"yolo11x-pose.pt\"\u3002<\/p>\n\n\n\n<p>\u8c03\u6574down_angle=100<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-1024x576.png\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\" alt=\"\" class=\"wp-image-6677 lazyload\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-1024x576.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-300x169.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-768x432.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><noscript><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-1024x576.png\" alt=\"\" class=\"wp-image-6677\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-1024x576.png 1024w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-300x169.png 300w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949-768x432.png 768w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044533949.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9ad8\u62ac\u817f\u76d1\u6d4b<\/strong><\/h3>\n\n\n\n<p>kpts=[12,14,16]\uff0c\u7528\"yolo11m-pose.pt\"\u3002\u89c6\u9891\u4e2d\u52a8\u4f5c9\u6b21\uff0c\u7a0b\u5e8f\u51c6\u786e\u8ba1\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"572\" height=\"1024\" data-src=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044541558-572x1024.png\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\" alt=\"\" class=\"wp-image-6678 lazyload\" srcset=\"https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044541558-572x1024.png 572w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044541558-168x300.png 168w, https:\/\/wp-moto-1258805347.cos.ap-shanghai.myqcloud.com\/2025\/09\/20250929044541558.png 710w\" sizes=\"auto, (max-width: 572px) 100vw, 572px\" \/><noscript><img 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