{"id":4101,"date":"2025-11-15T13:23:44","date_gmt":"2025-11-15T05:23:44","guid":{"rendered":"https:\/\/saludpcb.com\/zh\/?p=4101"},"modified":"2025-12-26T00:51:35","modified_gmt":"2025-12-25T16:51:35","slug":"pose-estimation-yolo-ai-decodes","status":"publish","type":"post","link":"https:\/\/saludpcb.com\/zh\/pose-estimation-yolo-ai-decodes\/","title":{"rendered":"\u7d42\u6975 Pose Estimation \u7a81\u7834 | 5 \u7a2e YOLO AI \u89e3\u8b80\u4f60\u7684\u6bcf\u500b\u52d5\u4f5c\u7684\u65b9\u6cd5"},"content":{"rendered":"\n<hr class=\"wp-block-separator alignwide has-text-color has-palette-color-1-color has-alpha-channel-opacity has-palette-color-1-background-color has-background is-style-wide\"\/>\n\n\n\n<p><strong>Pose Estimation\uff08\u59ff\u614b\u4f30\u8a08\uff09<\/strong>\u662f\u73fe\u4ee3\u96fb\u8166\u8996\u89ba\u4e2d\u6700\u4ee4\u4eba\u8457\u8ff7\u7684\u4e00\u9805\u80fd\u529b\u3002\u5b83\u4e0d\u53ea\u662f\u8fa8\u8b58\u756b\u9762\u4e2d\u300c\u6709\u4e00\u500b\u4eba\u300d\uff0c\u800c\u662f\u8b93 AI \u80fd\u5920\u5b9a\u4f4d\u4eba\u9ad4\u7684\u95dc\u9375\u95dc\u7bc0\uff0c\u91cd\u5efa\u51fa\u4ee3\u8868\u52d5\u4f5c\u7684\u300c\u9aa8\u67b6\u300d\u3002\u900f\u904e\u9019\u4e9b\u95dc\u7bc0\u9ede\uff0cAI \u80fd\u7406\u89e3\u4e00\u500b\u4eba\u6b63\u5728\u505a\u4ec0\u9ebc\u3001\u5982\u4f55\u79fb\u52d5\uff0c\u751a\u81f3\u53ef\u4ee5\u5206\u6790\u52d5\u4f5c\u662f\u5426\u6a19\u6e96\u3002<\/p>\n\n\n\n<p>\u9019\u9805\u6280\u8853\u5df2\u6084\u6084\u8d70\u5165\u6211\u5011\u7684\u751f\u6d3b\uff1a\u5065\u8eab App \u7684\u59ff\u52e2\u77ef\u6b63\u3001\u904b\u52d5\u6bd4\u8cfd\u4e2d\u7684\u52d5\u4f5c\u5206\u6790\u3001\u9577\u7167\u7cfb\u7d71\u7684\u8dcc\u5012\u5075\u6e2c\u3001\u9ad4\u611f\u4e92\u52d5\u904a\u6232\u7b49\uff0c\u90fd\u4f9d\u8cf4<strong>\u59ff\u614b\u4f30\u8a08<\/strong>\u7684\u529b\u91cf\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u6df1\u5ea6\u5b78\u7fd2\u5feb\u901f\u9032\u6b65\uff0c\u7279\u5225\u662f YOLO \u9019\u985e\u9ad8\u901f\u4e14\u7cbe\u6e96\u7684\u6a21\u578b\uff0c<strong>\u59ff\u614b\u4f30\u8a08<\/strong>\u7684\u6e96\u78ba\u5ea6\u8207\u5be6\u7528\u6027\u5927\u5e45\u63d0\u5347\u3002\u9019\u7bc7\u6587\u7ae0\u5c07\u5e36\u4f60\u63ed\u958b AI \u5982\u4f55\u8b80\u61c2\u4eba\u9ad4\u52d5\u4f5c\u7684\u7955\u5bc6\uff0c\u4e26\u7528 YOLO \u505a\u70ba\u4f8b\u5b50\uff0c\u5e36\u4f60\u6df1\u5165\u4e86\u89e3\u9019\u9805\u6838\u5fc3\u6280\u8853\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/The-Ultimate-Pose-Estimation-Breakthrough-5-Ways-YOLO-AI-Decodes-Your-Every-Move.jpg\" alt=\"Pose Estimation\" class=\"wp-image-4114\" title=\"\" srcset=\"https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/The-Ultimate-Pose-Estimation-Breakthrough-5-Ways-YOLO-AI-Decodes-Your-Every-Move.jpg 1536w, https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/The-Ultimate-Pose-Estimation-Breakthrough-5-Ways-YOLO-AI-Decodes-Your-Every-Move-768x512.jpg 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>\u5167\u5bb9<\/h2><nav><ul><li class=\"\"><a href=\"#\u4ec0\u9ebc\u662f-ollama\uff1f\">\u4ec0\u9ebc\u662f Pose Estimation\uff1f<\/a><\/li><li class=\"\"><a href=\"#ai-agent-\u7684\u6838\u5fc3\u904b\u4f5c\u6a21\u5f0f\">\u6838\u5fc3\u904b\u4f5c\u6a21\u5f0f<\/a><\/li><li class=\"\"><a href=\"#\u958b\u767c\u74b0\u5883\">\u958b\u767c\u74b0\u5883<\/a><\/li><li class=\"\"><a href=\"#\u5b89\u88dd\">\u5efa\u7acb YOLO \u865b\u64ec\u74b0\u5883<\/a><\/li><li class=\"\"><a href=\"#\u5b89\u88dd-yolo\">\u5b89\u88dd YOLO \u5957\u4ef6<\/a><\/li><li class=\"\"><a href=\"#code-yolo-pose-estimation-\u5b8c\u6574-python-demo\">Code<\/a><\/li><li class=\"\"><a href=\"#\u56ae\">\u7a0b\u78bc\u8aaa\u660e<\/a><\/li><li class=\"\"><a href=\"#\u9019\u6bb5\u7a0b\u5f0f\u78bc\u6703\u505a\u4ec0\u9ebc\uff1f\">\u8f38\u51fa<\/a><\/li><li class=\"\"><a href=\"#\u7d50\u8ad6-1\">\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ec0\u9ebc\u662f-ollama\uff1f\">\u4ec0\u9ebc\u662f Pose Estimation\uff1f<\/h2>\n\n\n\n<p><strong>Pose Estimation<\/strong> <strong>\u59ff\u614b\u4f30\u8a08<\/strong>&nbsp;\u662f\u4e00\u7a2e\u96fb\u8166\u8996\u89ba\u6280\u8853\uff0c\u5176\u76ee\u6a19\u662f\u900f\u904e\u8b58\u5225\u548c\u5b9a\u4f4d\u4eba\u9ad4\u6216\u7269\u9ad4\u7684\u95dc\u9375\u9ede\uff0c\u4f86\u63a8\u65b7\u51fa\u5176\u5728\u4e8c\u7dad\u5f71\u50cf\u6216\u4e09\u7dad\u7a7a\u9593\u4e2d\u7684\u300c\u59ff\u614b\u300d\u3002<\/p>\n\n\n\n<p>\u59ff\u614b\u4f30\u8a08\u7684\u57fa\u790e\u662f\u5075\u6e2c\u4e26\u9023\u63a5<strong>\u95dc\u9375\u9ede<\/strong>\u3002\u9019\u4e9b\u95dc\u9375\u9ede\u662f\u7269\u9ad4\u4e0a\u5177\u6709\u660e\u78ba\u610f\u7fa9\u7684\u95dc\u7bc0\u6216\u7279\u5fb5\u9ede\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c0d\u65bc\u4eba\u9ad4<\/strong>\uff1a\u95dc\u9375\u9ede\u901a\u5e38\u662f\u95dc\u7bc0\uff0c\u4f8b\u5982\u624b\u8155\u3001\u624b\u8098\u3001\u80a9\u8180\u3001\u819d\u84cb\u3001\u8173\u8e1d\u3001\u81c0\u90e8\u3001\u982d\u90e8\u7b49\u3002\u4e00\u500b\u7c21\u55ae\u7684\u6a21\u578b\u53ef\u80fd\u4f7f\u7528 17 \u500b\u95dc\u9375\u9ede\uff0c\u800c\u66f4\u8907\u96dc\u7684\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u6578\u5341\u500b\u3002<\/li>\n\n\n\n<li><strong>\u5c0d\u65bc\u7269\u9ad4<\/strong>\uff1a\u4f8b\u5982\u4e00\u5f35\u6905\u5b50\uff0c\u95dc\u9375\u9ede\u53ef\u80fd\u662f\u6905\u8173\u7684\u56db\u500b\u7aef\u9ede\u3001\u6905\u80cc\u7684\u9802\u90e8\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>Pose Estimation<\/strong> \u662f AI \u770b\u61c2\u4eba\u9ad4\u52d5\u4f5c\u7684\u6838\u5fc3\u6280\u8853\uff0c\u5b83\u4e0d\u53ea\u662f\u5075\u6e2c\u4eba\u5728\u54ea\u88e1\uff0c\u66f4\u91cd\u8981\u7684\u662f\u7406\u89e3\u300c\u4eba\u6b63\u5728\u505a\u4ec0\u9ebc\u300d\u3002<br>\u642d\u914d <strong>YOLO<\/strong> \u7b49\u5373\u6642\u6a21\u578b\uff0c<strong>\u59ff\u614b\u4f30\u8a08<\/strong>\u53ef\u4ee5\u505a\u5230\u5feb\u901f\u3001\u6e96\u78ba\u3001\u5373\u6642\u7684\u52d5\u4f5c\u8fa8\u8b58\uff0c\u958b\u555f\u4e86\u8a31\u591a\u667a\u6167\u61c9\u7528\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ai-agent-\u7684\u6838\u5fc3\u904b\u4f5c\u6a21\u5f0f\">\u6838\u5fc3\u904b\u4f5c\u6a21\u5f0f<\/h2>\n\n\n\n<p>YOLO \u5728\u505a Pose Estimation \u6642\uff0c\u4e0d\u53ea\u662f\u627e\u5230\u4eba\u9ad4\u4f4d\u7f6e\uff0c\u66f4\u6703\u900f\u904e\u591a\u5c64\u6b21\u7684\u6df1\u5ea6\u5206\u6790\u4f86\u7406\u89e3\u52d5\u4f5c\u3002\u4e0b\u9762\u662f YOLO \u89e3\u8b80\u4f60\u52d5\u4f5c\u7684\u4e94\u500b\u95dc\u9375\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5feb\u901f\u9396\u5b9a\u4eba\u9ad4\u5340\u584a\uff08Real-Time Human Localization\uff09<\/strong><br>YOLO \u900f\u904e\u9ad8\u901f CNN \u7acb\u5373\u627e\u5230\u756b\u9762\u4e2d\u7684\u6bcf\u4e00\u500b\u4eba\uff0c\u63d0\u4f9b\u7cbe\u6e96\u7684 bounding box\uff0c\u8b93\u5f8c\u7e8c\u9aa8\u67b6\u5206\u6790\u80fd\u5728\u6709\u6548\u5340\u57df\u5167\u9032\u884c\u3002<\/li>\n\n\n\n<li><strong>\u7cbe\u6e96\u5075\u6e2c\u95dc\u9375\u9ede\uff08High-Accuracy Keypoint Detection\uff09<\/strong><br>YOLO Pose \u6a21\u578b\u53ef\u6293\u51fa\u5982\u982d\u90e8\u3001\u80a9\u8180\u3001\u624b\u8098\u3001\u819d\u84cb\u7b49 17 \u500b\u4eba\u9ad4\u95dc\u9375\u9ede\uff0c\u662f\u9aa8\u67b6\u91cd\u5efa\u7684\u57fa\u790e\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u7e6a\u88fd\u4eba\u9ad4\u9aa8\u67b6\uff08Skeleton Reconstruction\uff09<\/strong><br>\u5c07\u6240\u6709\u95dc\u7bc0\u4f9d\u771f\u5be6\u4eba\u9ad4\u7d50\u69cb\u9023\u7dda\uff0c\u751f\u6210\u9aa8\u67b6\u6a21\u578b\uff0cAI \u638c\u63e1\u4f60\u7684\u59ff\u52e2\u3001\u65b9\u5411\u8207\u89d2\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u7406\u89e3\u59ff\u52e2\u662f\u5426\u6a19\u6e96\uff08Pose Interpretation &amp; Angle Analysis\uff09<\/strong><br>YOLO \u80fd\u900f\u904e\u95dc\u7bc0\u89d2\u5ea6\u63a8\u65b7\u4f60\u662f\u5728\u8e72\u3001\u8df3\u3001\u5f4e\u8170\u6216\u4f38\u5c55\uff0c\u4e5f\u80fd\u5206\u6790\u662f\u5426\u52d5\u4f5c\u4e0d\u6b63\u78ba\uff08\u4f8b\u5982\u6df1\u8e72\u819d\u84cb\u5167\u593e\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8ffd\u8e64\u591a\u4eba\u52d5\u4f5c\uff08Multi-Person Motion Tracking\uff09<\/strong><br>YOLO \u8207\u8ffd\u8e64\u5668\uff08\u5982 ByteTrack\uff09\u7d50\u5408\u5f8c\uff0c\u53ef\u5728\u591a\u4eba\u5834\u666f\u4fdd\u6301 ID \u4e0d\u8b8a\uff0c\u5206\u6790\u6bcf\u500b\u4eba\u7684\u6301\u7e8c\u52d5\u4f5c\u8ecc\u8de1\u3002<\/li>\n<\/ol>\n\n\n\n<p>Pose Estimation \u7684\u61c9\u7528\u5341\u5206\u5ee3\u6cdb\uff0c\u5b83\u80fd\u505a\u5065\u8eab\u52d5\u4f5c\u77ef\u6b63\u8207\u6b65\u614b\u5206\u6790\uff0c\u4e5f\u80fd\u61c9\u7528\u5728\u9ad4\u611f\u904a\u6232\u8207\u865b\u64ec\u89d2\u8272\u63a7\u5236\u3002\u5728\u5065\u5eb7\u7167\u8b77\u4e2d\uff0c\u5b83\u80fd\u5354\u52a9\u8dcc\u5012\u5075\u6e2c\u8207\u9577\u7167\u76e3\u63a7\uff1b\u5728\u884c\u70ba\u5206\u6790\u4e0a\uff0c\u5247\u80fd\u8fa8\u8b58\u821e\u8e48\u52d5\u4f5c\u8207\u624b\u52e2\uff0c\u8b93 AI \u66f4\u7cbe\u6e96\u7406\u89e3\u4eba\u985e\u884c\u70ba\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u958b\u767c\u74b0\u5883\">\u958b\u767c\u74b0\u5883<\/h2>\n\n\n\n<p>\u9019\u6b21\u6211\u5011\u540c\u6a23\u4f7f\u7528 <strong>Ultralytics \u7684 YOLO<\/strong> \u4f86\u9032\u884c<strong>\u59ff\u614b\u4f30\u8a08<\/strong>\u3002Ultralytics \u5df2\u63d0\u4f9b\u5b98\u65b9\u7684 Python \u5957\u4ef6\u8207\u547d\u4ee4\u5217\u5de5\u5177\uff0c\u5b89\u88dd\u8207\u74b0\u5883\u5efa\u7f6e\u90fd\u975e\u5e38\u7c21\u55ae\uff0c\u53ea\u9700\u8981\u5e7e\u500b\u6b65\u9a5f\u5c31\u80fd\u958b\u59cb\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u7cfb\u7d71\u9700\u6c42 :<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5efa\u8b70\u914d\u7f6e<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4f5c\u696d\u7cfb\u7d71<\/strong><\/td><td>Windows \/ macOS \/ Linux<\/td><\/tr><tr><td><strong>Python \u7248\u672c<\/strong><\/td><td>Python 3.8 \u4ee5\u4e0a<\/td><\/tr><tr><td><strong>GPU \u652f\u63f4<\/strong><\/td><td>\u5efa\u8b70\u4f7f\u7528 NVIDIA GPU\uff08CUDA 11+\uff09\u4ee5\u52a0\u901f\u8a13\u7df4\u8207\u63a8\u8ad6<\/td><\/tr><tr><td><strong>\u6846\u67b6\u4f9d\u8cf4<\/strong><\/td><td>PyTorch\uff08\u81ea\u52d5\u5b89\u88dd\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b89\u88dd\">\u5efa\u7acb YOLO \u865b\u64ec\u74b0\u5883<\/h2>\n\n\n\n<p>\u70ba\u4e86\u4fdd\u6301\u958b\u767c\u74b0\u5883\u4e7e\u6de8\u3001\u907f\u514d\u8207\u5176\u4ed6 <a href=\"https:\/\/saludpcb.com\/zh\/ai-compute-power-pytorch\/\">Python<\/a> \u5c08\u6848\u7684\u5957\u4ef6\u885d\u7a81\uff0c\u5efa\u8b70\u5148\u5efa\u7acb\u4e00\u500b\u5c08\u5c6c\u7684\u865b\u64ec\u74b0\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\"><code>python -m venv yoloenv<\/code><\/code><\/pre>\n\n\n\n<p>\u63a5\u8457\u555f\u7528\u74b0\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\"># macOS \/ Linux\nsource yoloenv\/bin\/activate\n\n# Windows\nyoloenv\\Scripts\\activate<\/code><\/pre>\n\n\n\n<p><br>\u7576\u4f60\u770b\u5230\u547d\u4ee4\u5217\u524d\u65b9\u51fa\u73fe <code>(yoloenv)<\/code> \u6642\uff0c\u5c31\u8868\u793a\u865b\u64ec\u74b0\u5883\u5df2\u7d93\u555f\u7528\u6210\u529f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b89\u88dd-yolo\">\u5b89\u88dd YOLO \u5957\u4ef6<\/h2>\n\n\n\n<p>Ultralytics \u63d0\u4f9b\u5b98\u65b9\u7684 YOLO \u5de5\u5177\u5305\uff0c\u5176\u4e2d\u5df2\u5305\u542b\u8a72\u6a21\u578b\u6a21\u578b\u8207\u547d\u4ee4\u5217\u4ecb\u9762\u3002\u53ea\u9700\u4e00\u884c\u6307\u4ee4\u5373\u53ef\u5b89\u88dd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">pip install ultralytics<\/code><\/pre>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u6307\u4ee4\u6aa2\u67e5\u662f\u5426\u6210\u529f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">yolo version<\/code><\/pre>\n\n\n\n<p>\u82e5\u986f\u793a\u7248\u672c\u865f\u70ba\u5982 8.3.x\uff0c\u5c31\u4ee3\u8868\u5b89\u88dd\u5b8c\u6210 \u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"code-yolo-pose-estimation-\u5b8c\u6574-python-demo\">Code<\/h2>\n\n\n\n<p>\u4f7f\u7528 YOLO Pose \u5075\u6e2c\u4eba\u9ad4\u95dc\u9375\u9ede\u4e26\u5728\u5f71\u50cf\u4e0a\u5448\u73fe\u9aa8\u67b6\u59ff\u52e2\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\"># ===============================\n# YOLO Pose Complete Python Example\n# ===============================\n\nimport os\nfrom ultralytics import YOLO\n\n# Set up project folder\nproject_dir = \"\/Users\/kdm4\/Desktop\/yoloenv\/main\/pose_outputs\"  # Customize the save folder\nos.makedirs(project_dir, exist_ok=True)\n\n# Load YOLO Pose model\n# yolo11n-pose.pt = Nano version, lightweight and fast for demo purposes\nmodel = YOLO(\"yolo11n-pose.pt\")\n\n# Test image (Ultralytics official sample image)\nimage_source = \"https:\/\/ultralytics.com\/images\/bus.jpg\"\n\n# Run pose inference\nresults = model(\n    image_source,\n    save=True,           # Automatically save the output\n    project=project_dir, # Specify the save directory\n    name=\"pose_demo\",    # Subfolder name\n)\n\n# Display results (opens a window with the image)\nresults[0].show()\n\n# Print detected keypoints\nprint(\"\\nDetected keypoints:\")\nfor i, kp in enumerate(results[0].keypoints.xy):\n    print(f\"Person {i+1}:\")\n    print(kp)  # Each keypoint's (x, y) coordinates\n\n# Show save directory\nprint(f\"\\nResults saved to: {results[0].save_dir}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u56ae\">\u7a0b\u78bc\u8aaa\u660e<\/h2>\n\n\n\n<p><strong>1. \u8f09\u5165\u6a21\u7d44<\/strong> : <br>\u4f7f\u7528 <code>os<\/code> \u5efa\u7acb\u8cc7\u6599\u593e\uff0c<code>YOLO<\/code> \u8f09\u5165 YOLO Pose \u6a21\u578b\u3002<\/p>\n\n\n\n<p><strong>2. \u5efa\u7acb\u8f38\u51fa\u8cc7\u6599\u593e<\/strong> : <br>\u6307\u5b9a\u7d50\u679c\u5b58\u653e\u8def\u5f91\uff0c\u82e5\u8cc7\u6599\u593e\u4e0d\u5b58\u5728\u6703\u81ea\u52d5\u5efa\u7acb\u3002<\/p>\n\n\n\n<p><strong>3. \u8f09\u5165 YOLO Pose \u6a21\u578b<\/strong> : <br>\u4f7f\u7528\u8f15\u91cf\u5316\u7684 <code>yolo11n-pose.pt<\/code>\uff0c\u901f\u5ea6\u5feb\u3001\u9069\u5408\u793a\u7bc4\u3002<\/p>\n\n\n\n<p><strong>4. \u9078\u64c7\u8f38\u5165\u5f71\u50cf<\/strong> : <br>\u53ef\u652f\u63f4\u672c\u5730\u8def\u5f91\u8207\u7dda\u4e0a\u5716\u7247\uff0c\u793a\u7bc4\u4f7f\u7528\u5b98\u65b9\u6e2c\u8a66\u5f71\u50cf\u3002<\/p>\n\n\n\n<p><strong>5. \u57f7\u884c Pose Estimation<\/strong> : \u6a21\u578b\u6703\u81ea\u52d5\u5075\u6e2c\u4eba\u7269\u3001\u6a19\u51fa 17 \u500b\u4eba\u9ad4\u95dc\u7bc0\u3001\u7e6a\u88fd\u9aa8\u67b6\uff0c\u4e26\u5c07\u7d50\u679c\u5b58\u5230\u6307\u5b9a\u8cc7\u6599\u593e\u3002<\/p>\n\n\n\n<p><strong>6. \u986f\u793a\u7d50\u679c\u5f71\u50cf<\/strong> : \u76f4\u63a5\u8df3\u51fa\u8996\u7a97\uff0c\u770b\u5230\u9aa8\u67b6\u6a19\u793a\u6574\u5408\u5f8c\u7684\u63a8\u8ad6\u7d50\u679c\u3002<\/p>\n\n\n\n<p><strong>7. \u8f38\u51fa\u95dc\u9375\u9ede\u5ea7\u6a19<\/strong> :\u5217\u51fa\u6bcf\u500b\u4eba\u7684 17 \u500b (x, y) \u4f4d\u7f6e\uff0c\u53ef\u4f5c\u70ba\u5f8c\u7e8c\u52d5\u4f5c\u5206\u6790\u8cc7\u6599\u3002<\/p>\n\n\n\n<p><strong>8. \u986f\u793a\u6a94\u6848\u8f38\u51fa\u4f4d\u7f6e<\/strong> : \u544a\u8a34\u4f60\u7d50\u679c\u5132\u5b58\u5728\u4f55\u8655\uff0c\u65b9\u4fbf\u9032\u4e00\u6b65\u4f7f\u7528\u6216\u5c55\u793a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9019\u6bb5\u7a0b\u5f0f\u78bc\u6703\u505a\u4ec0\u9ebc\uff1f\">\u8f38\u51fa<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u986f\u793a\u95dc\u7bc0\u5ea7\u6a19\uff0c\u8b93\u4f60\u770b\u5230\u6bcf\u500b\u4eba\u6240\u6709\u7684 keypoints (x, y)\uff0c\u5982 :<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\" class=\"language-bash\">Person 1:\ntensor([[142.3646, 441.8607],\n        [147.9898, 431.4179],\n        [130.5442, 433.3709],\n        [152.2967, 437.5226],\n        [107.1835, 440.6562],\n        [157.4519, 493.1139],\n        [ 94.2638, 499.2470],\n        [176.4613, 550.9835],\n        [110.6624, 567.5746],\n        [174.2182, 532.3489],\n        [162.0031, 534.3918],\n        [148.8314, 645.1359],\n        [ 99.6655, 649.4141],\n        [178.8722, 749.2933],\n        [ 94.7996, 756.5117],\n        [185.9790, 849.7502],\n        [ 73.9456, 858.1395]])<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li> \u986f\u793a\u7d50\u679c<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"1080\" src=\"https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/bus-1.jpg\" alt=\"Pose Estimation\" class=\"wp-image-4110\" title=\"\" srcset=\"https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/bus-1.jpg 810w, https:\/\/saludpcb.com\/zh\/wp-content\/uploads\/2025\/11\/bus-1-768x1024.jpg 768w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u6e2c\u8a66\u5716\u7247\u4f86\u6e90\uff1a<code>Ultralytics<\/code>&nbsp;\u5b98\u65b9\u793a\u7bc4\u5f71\u50cf\u6a94 bus.jpg<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7d50\u8ad6-1\">\u7d50\u8ad6<\/h2>\n\n\n\n<p><strong>Pose Estimation<\/strong> \u7684 Python Demo \u6210\u529f\u57f7\u884c\u5f8c\uff0c\u6211\u5011\u53ef\u4ee5\u6e05\u695a\u770b\u5230 <a href=\"https:\/\/www.ultralytics.com\/\" target=\"_blank\" rel=\"noopener\">YOLO<\/a> Pose \u6a21\u578b\u7684\u5f37\u5927\u80fd\u529b\u3002\u900f\u904e\u7c21\u55ae\u7684\u7a0b\u5f0f\u78bc\uff0c\u4e0d\u50c5\u80fd\u5feb\u901f\u5075\u6e2c\u5f71\u50cf\u4e2d\u7684\u4eba\u7269\uff0c\u9084\u80fd\u7cbe\u6e96\u6a19\u51fa\u6bcf\u500b\u95dc\u9375\u95dc\u7bc0\uff0c\u5efa\u7acb\u5b8c\u6574\u7684\u9aa8\u67b6\u6a21\u578b\u3002\u9019\u8b49\u660e\u4e86\u6574\u500b\u74b0\u5883\u5efa\u7f6e\u548c\u6a21\u578b\u8f09\u5165\u6d41\u7a0b\u90fd\u662f\u6b63\u78ba\u7121\u8aa4\u7684\u3002<\/p>\n\n\n\n<p>\u5728\u57f7\u884c\u904e\u7a0b\u4e2d\uff0c\u7a0b\u5f0f\u6703\u5728\u7d42\u7aef\u6a5f\u8f38\u51fa\u95dc\u9375\u8cc7\u8a0a\uff0c\u4f8b\u5982\u6a21\u578b\u8f09\u5165\u72c0\u614b\u3001\u5075\u6e2c\u5230\u7684\u4eba\u6578\u4ee5\u53ca\u6bcf\u500b\u95dc\u9375\u9ede\u7684\u5ea7\u6a19\u3002\u9019\u4e9b\u5373\u6642 log \u4e0d\u50c5\u65b9\u4fbf\u958b\u767c\u8005\u78ba\u8a8d\u6a21\u578b\u662f\u5426\u904b\u4f5c\u6b63\u5e38\uff0c\u4e5f\u8b93\u6211\u5011\u53ef\u4ee5\u76f4\u63a5\u89c0\u5bdf\u9aa8\u67b6\u91cd\u5efa\u548c\u59ff\u614b\u4f30\u6e2c\u7684\u6548\u679c\uff0c\u70ba\u5f8c\u7e8c\u7684\u52d5\u4f5c\u5206\u6790\u6216\u61c9\u7528\u5960\u5b9a\u57fa\u790e\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u7a0b\u5f0f\u81ea\u52d5\u5c07\u7d50\u679c\u5b58\u6a94\u5230\u6307\u5b9a\u8cc7\u6599\u593e\uff0c\u5305\u542b\u6a19\u8a3b\u9aa8\u67b6\u7684\u5f71\u50cf\u4ee5\u53ca\u95dc\u9375\u9ede\u8cc7\u6599\u6a94\u3002\u9019\u4f7f\u5f97\u5f8c\u7e8c\u53ef\u4ee5\u8f15\u9b06\u9032\u884c\u52d5\u4f5c\u8ffd\u8e64\u3001\u884c\u70ba\u8fa8\u8b58\u6216\u5176\u4ed6\u5206\u6790\u4efb\u52d9\u3002\u6574\u9ad4\u800c\u8a00\uff0c\u9019\u500b Demo \u4e0d\u50c5\u5c55\u793a\u4e86 YOLO Pose \u7684\u529f\u80fd\uff0c\u4e5f\u63d0\u4f9b\u4e86\u4e00\u500b\u5b8c\u6574\u3001\u53ef\u64cd\u4f5c\u7684\u6d41\u7a0b\u7bc4\u4f8b\uff0c\u8b93\u958b\u767c\u8005\u80fd\u5feb\u901f\u4e0a\u624b\u4e26\u61c9\u7528\u65bc\u4e0d\u540c\u5834\u666f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator alignwide has-text-color has-palette-color-1-color has-alpha-channel-opacity has-palette-color-1-background-color has-background is-style-wide\"\/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pose Estimation\uff08\u59ff\u614b\u4f30\u8a08\uff09\u662f\u73fe\u4ee3\u96fb\u8166\u8996\u89ba\u4e2d\u6700\u4ee4\u4eba\u8457\u8ff7\u7684\u4e00\u9805\u80fd\u529b\u3002\u5b83\u4e0d\u53ea\u662f\u8fa8\u8b58\u756b\u9762\u4e2d\u300c\u6709\u4e00\u500b\u4eba\u300d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4114,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[93],"tags":[92,27,21,91,44,9,86,11],"class_list":["post-4101","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-c","tag-ide","tag-ollama","tag-programming-language","tag-python","tag-rtos","tag-tutorial"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/posts\/4101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/comments?post=4101"}],"version-history":[{"count":17,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/posts\/4101\/revisions"}],"predecessor-version":[{"id":4142,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/posts\/4101\/revisions\/4142"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/media\/4114"}],"wp:attachment":[{"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/media?parent=4101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/categories?post=4101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saludpcb.com\/zh\/wp-json\/wp\/v2\/tags?post=4101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}