{"id":8527,"date":"2025-04-18T16:45:33","date_gmt":"2025-04-18T08:45:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/8527.html"},"modified":"2025-04-18T16:45:33","modified_gmt":"2025-04-18T08:45:33","slug":"%e5%9c%a8%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e5%a6%82%e4%bd%95%e8%bf%9b%e8%a1%8c%e7%ac%ac%e4%b8%80%e6%ac%a1yolov11%e7%9a%84%e8%ae%ad%e7%bb%83%e5%85%b6%e4%bb%96%e7%89%88%e6%9c%ac%e4%b9%9f%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/8527.html","title":{"rendered":"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b)"},"content":{"rendered":"

1.\u73af\u5883\u642d\u5efa<\/h2>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5199\u8fc7\u4ee3\u7801\u7684\u90fd\u77e5\u9053\u914d\u73af\u5883\u662f\u6b65\u5165\u7f16\u7a0b\u5927\u4e16\u754c\u7684\u7b2c\u4e00\u6b65\u3002\u4f46\u4ffa\u60f3\u8bf4\u7684\u662f：<\/p>\n

\u522b\u8ba9\u7e41\u7410\u6076\u5fc3\u7684\u914d\u73af\u5883\u5f71\u54cd\u4f60\u7684\u8010\u5fc3<\/span><\/p>\n

！！！tips：\u4ffa\u89c1\u8fc7\u914d\u73af\u5883\u914d\u4e86\u51e0\u5468\u90fd\u8fd8\u914d\u4e0d\u597d\u7684！！！<\/span><\/p>\n

\u73b0\u5728\u5f88\u591aAI\u667a\u80fd\u5e73\u53f0\u90fd\u6709\u514d\u8d39\u670d\u52a1\u5668\u4f9b\u4f60\u4f7f\u7528，\u5b66\u4e60\u521d\u671f\u5b8c\u5168\u53ef\u4ee5\u5728\u8fd9\u4e9b\u514d\u8d39\u7684\u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u5b9e\u9a8c\u3002\u800c\u4e14\u5bf9\u4e8eYOLOv11，\u4f60\u53ea\u9700\u8981\u5c06\u6e90\u7801\u4e0a\u4f20\u4e0a\u53bb\u914d\u7f6e\u4e00\u70b9\u70b9\u5185\u5bb9\u5373\u53ef\u5f00\u59cb\u8fdb\u884c\u8bad\u7ec3！\u5148\u6765\u63a8\u8350\u51e0\u4e2a\u53ef\u4ee5\u514d\u8d39\u4f7f\u7528\u7684\u51e0\u4e2a\u5e73\u53f0：<\/p>\n

1.1\u00a0Google Colab<\/h3>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u8fd9\u4e2a\u5e73\u53f0\u662f\u6211\u5f53\u521d\u5728\u54d4\u54e9\u54d4\u54e9\u674e\u6c90\u8001\u5e08\u7684\u300a\u52a8\u624b\u5b66\u6df1\u5ea6\u5b66\u4e60\u300b\u8bfe\u7a0b\u4e2d\u4e86\u89e3\u5230\u7684\u5e73\u53f0，\u8fd9\u4e2a\u8981\u7528\u4e00\u4e22\u4e22\u7684\u9b54\u6cd5\u7684\u540c\u65f6\u597d\u50cf\u6570\u91cf\u6709\u9650\u5236（\u4e09\u597d\u5b66\u751f，\u600e\u4e48\u53ef\u80fd\u4f1a\u7528\u9b54\u6cd5（\u914d\u4e00\u5f20\u8d34\u5427\u9634\u9669\u8868\u60c5\u5305）），\u53bb\u665a\u4e86\u514d\u8d39\u7684\u5c31\u6ca1\u4e86（\u8fd9\u4e2a\u6211\u4e0d\u786e\u5b9a，\u5927\u5bb6\u53ef\u4ee5\u767e\u5ea6\u4e00\u4e0b）\u3002<\/p>\n

1.2\u00a0\u9b54\u642d\u793e\u533a<\/h3>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u8fd9\u4e2a\u5e73\u53f0\u662f\u6211\u6700\u5f00\u59cb\u7528\u7684，\u53ea\u6709100\u4e2a\u5c0f\u65f6\u7684\u514d\u8d39\u989d\u5ea6，\u663e\u5361\u662f16g\u7684p100\u663e\u5361\u3002\u8fd9\u4e2a\u5e73\u53f0\u6709\u4e2a\u7f3a\u70b9\u5c31\u662f\u4e0d\u7ed9\u4f60\u50a8\u5b58，nnd，\u6211\u5f53\u521d\u7528\u8fd9\u4e2a\u5e73\u53f0\u6bcf\u6b21\u7ed3\u675f\u8bad\u7ec3\u540e\u91cd\u65b0\u542f\u52a8\u90fd\u8981\u4e0a\u4f20\u4e00\u6b21\u6211\u7684\u6570\u636e\u96c6\u548cyolo\u6e90\u7801，\u70e6\u6b7b\u4e86<\/p>\n

1.3\u00a0\u767e\u5ea6\u98de\u6868\u5e73\u53f0<\/h3>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u8fd9\u4e2a\u5e73\u53f0\u6211\u662f\u542c\u6211\u670b\u53cb（\u6211\u548c\u6211\u670b\u53cb\u90fd\u662f\u4e00\u7fa4\u767d\u5ad6\u515a）\u8bf4\u7684\u53ef\u4ee5\u767d\u5ad6，\u5927\u5bb6\u53ef\u4ee5\u53bb\u770b\u770b\u542c\u8bf4\u5361\u548c\u65f6\u957f\u90fd\u8fd8\u884c，\u6587\u4ef6\u8fd8\u80fd\u7ed9\u4f60\u4fdd\u5b5815\u5929\u3002<\/p>\n

1.4 \u603b\u7ed3<\/h3>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5e73\u53f0\u5f88\u591a，\u5b66\u4e60\u521d\u671f\u6ca1\u5fc5\u8981\u81ea\u5df1\u6765\u914d\u73af\u5883，\u7b49\u628a\u514d\u8d39\u7684\u767d\u5ad6\u4e86（\u8981\u662f\u6709\u670b\u53cb\u77e5\u9053\u8fd8\u6709\u90a3\u4e9b\u5e73\u53f0\u53ef\u4ee5\u767d\u5ad6\u7b97\u529b\u548c\u65f6\u957f，\u6b22\u8fce\u7559\u8a00）\u540e\u6839\u636e\u81ea\u5df1\u7535\u8111\u60c5\u51b5\u53bb\u914d\u7f6e，\u7535\u8111\u6027\u80fd\u5dee\u7684\u5c31\u53bb\u79df\u670d\u52a1\u5668，\u7535\u8111\u6027\u80fd\u597d\u7684\u5c31\u81ea\u5df1\u914d\u73af\u5883\u5728\u672c\u673a\u8dd1\u3002\u5f53\u7136\u6709\u4e9b\u8001\u5e08\u4f1a\u7ed9\u914d\u4e00\u4e2a4090\u7684\u81ea\u5df1\u6478\u7d22\u53bb，\u4ffa\u8fd8\u6ca1\u4f53\u9a8c\u8fc7\u8001\u5e08\u914d\u5361\u7684\u611f\u89c9\u3002<\/p>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u81ea\u5df1\u8981\u914d\u73af\u5883\u7684\u5144\u5f1f\u53ef\u4ee5\u770b\u770b\u8fd9\u7bc7\u535a\u5ba2：yolov11\u672c\u673a\u73af\u5883\u914d\u7f6e<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u63a5\u4e0b\u6765\u8fdb\u5165\u5230\u6b63\u9898\u90e8\u5206\u4e86\u3002<\/p>\n

2.\u5b98\u7f51\u4e0b\u8f7dYOLOv11\u6e90\u7801<\/h2>\n

2.1 YOLOv11\u5b98\u7f51\u4e2d\u6587\u6587\u6863\u5730\u5740：\u5b98\u65b9\u6587\u6863<\/h3>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u8fd9\u4e2a\u6587\u6863\u4ecb\u7ecd\u7684\u6bd4\u6211\u8be6\u7ec6，\u4e0d\u60f3\u770b\u6211\u5570\u55e6\u7684\u53ef\u4ee5\u76f4\u63a5\u53bb\u770b\u8fd9\u4e2a\u6587\u6863，\u563f\u563f！<\/p>\n

2.2 YOLOv11\u6e90\u7801\u4e0b\u8f7d：\u6e90\u7801\u4e0b\u8f7d<\/h3>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u4e0b\u8f7d\u540e\u5176\u5b9ev5，v7，v8，v9，v10，v11\u7684\u6a21\u578b\u6587\u4ef6\u90fd\u5728\u91cc\u9762\u4e86，\u53ea\u9700\u8981\u4f7f\u7528\u7684\u65f6\u5019\u6307\u5b9a\u4e00\u4e0b\u7528\u90a3\u4e2a\u7248\u672c\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n

3.\u7b80\u5355\u8fdb\u884c\u8bad\u7ec3<\/h2>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u4ffa\u4e3b\u8981\u8bf4\u8bf4\u5728\u670d\u52a1\u5668\u4e0a\u600e\u4e48\u8bad\u7ec3\u7684\u5427<\/p>\n

\u00a03.1 \u4e0a\u4f20yolo\u6587\u4ef6<\/h3>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4e00\u822c\u6765\u8bf4\u670d\u52a1\u5668\u90fd\u4f1a\u7ed9\u914d\u4e00\u4e2ajupyter notebook，\u6211\u5c31\u4ee5\u8fd9\u4e2a\u4e3e\u4f8b\u4e86\u3002<\/p>\n

\u5f00\u542f\u670d\u52a1\u5668\u540e\u4f1a\u770b\u5230\u8fd9\u4e2a\u754c\u9762：\"\"<\/p>\n

\u70b9\u51fb\u4e0a\u56fe\u767d\u8272\u90e8\u5206\u7684\u4e0a\u4f20\u6309\u94ae\u5c31\u53ef\u4ee5\u4e0a\u4f20yolo\u6e90\u7801：<\/p>\n

\"\"<\/p>\n

\u6211\u4e2a\u4eba\u559c\u6b22\u4f7f\u7528Terminal\u8fdb\u884c\u64cd\u4f5c，\u6253\u5f00\u7ec8\u7aef\u540e\u8f93\u5165\u5982\u4e0b\u6307\u4ee4：<\/p>\n

unzip xxx.zip <\/p>\n

\"\"<\/p>\n

\u8fd9\u91cc\u4f7f\u7528\u5230\u4e86zip\u6307\u4ee4，\u5982\u679c\u62a5\u9519\u6ca1\u6709zip\u7684\u8bdd\u5148\u4e0b\u4e2azip\u3002\u00a0<\/p>\n

\u6309\u4e0b\u56de\u8f66\u540e\u5f00\u59cb\u89e3\u538b：<\/p>\n

\"\"<\/p>\n

\u8fd9\u6837yolo\u5c31\u6210\u529f\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u5566<\/p>\n

3.2 \u5b89\u88c5v11\u6240\u9700\u8981\u7684\u4f9d\u8d56<\/h3>\n

\u5728\u7ec8\u7aef\u8f93\u5165<\/p>\n

cd ultralytics-main <\/p>\n

\u8fdb\u5165\u5230yolov11\u6587\u4ef6\u4e2d\u540e\u6267\u884c<\/p>\n

pip install ultralytics <\/p>\n

\"\"<\/p>\n

\u00a0\u7b49\u5f85\u5b83\u5b89\u88c5\u7ed3\u675f，\u670d\u52a1\u5668\u4e0a\u5dee\u4e0d\u591a\u4e00\u5206\u949f\u5c31\u88c5\u597d\u4e86\u3002<\/p>\n

3.3 \u65b0\u5efatrain.py\u6587\u4ef6<\/h3>\n

train.py\u4ee3\u7801：<\/p>\n

\u8fd9\u91cccoco.yaml\u6570\u636e\u96c6\u8981\u4e0b\u4e00\u4f1a\u513f，\u53ef\u4ee5\u6539\u4e3acoco128.yaml，\u8fd9\u4e2a\u76f8\u5bf9\u5c0f\u4e00\u70b9\u3002<\/p>\n

import warnings
\nwarnings.filterwarnings('ignore')
\nfrom ultralytics import YOLO<\/p>\n

if __name__ == '__main__':
\n model = YOLO(r'yolo11n.yaml')#\u8fd9\u4e2a\u6a21\u578b\u5728ultralytics\/cfg\/models\/11\u4e0b
\n model.train(data=r'coco.yaml',#\u6570\u636e\u96c6\u5728ultralytics\/cfg\/datasets\u4e0b
\n cache=False,
\n imgsz=640,
\n epochs=100,
\n single_cls=False, # \u662f\u5426\u662f\u5355\u7c7b\u522b\u68c0\u6d4b
\n batch=16,
\n close_mosaic=10,
\n workers=0,
\n device='0',
\n optimizer='SGD',
\n amp=True,
\n project='runs\/train',
\n name='exp',
\n ) <\/p>\n

\u5728yolov11\u7684\u6587\u4ef6\u5939\u4e0b\u65b0\u5efa\u6587\u4ef6：<\/p>\n

\"\"<\/p>\n

3.4 \u5f00\u59cb\u8bad\u7ec3<\/h3>\n

\u5728\u7ec8\u7aef\u8f93\u5165\u4ee3\u7801\u5c31\u53ef\u5f00\u59cb\u8bad\u7ec3<\/p>\n

python train.py <\/p>\n

\"\"<\/p>\n

4.\u603b\u7ed3<\/h2>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u672c\u6765\u4ee5\u4e3a\u5199\u8fd9\u4e2a\u633a\u7b80\u5355\u7684，\u4f46\u662f\u53d1\u73b0\u5199\u7740\u5199\u7740\u8fd8\u6709\u597d\u591a\u4e1c\u897f\u6ca1\u5199\u4e0a\u53bb，\u8fd8\u82b1\u4e86\u633a\u957f\u65f6\u95f4\u5199\u3002\u672c\u60f3\u7740\u628a\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u7684\u90e8\u5206\u4e5f\u7ed9\u52a0\u4e0a\u7684，\u7559\u7740\u4e0b\u671f\u8bf4\u5427，\u4e0b\u671f\u8bf4\u8bf4\u4ece\u81ea\u5df1\u5236\u4f5c\u6570\u636e\u96c6\u5230\u6570\u636e\u96c6\u5212\u5206\u4ee5\u53cayolo\u8bad\u7ec3\u81ea\u5df1\u7684\u6570\u636e\u96c6，\u8981\u662f\u4e2d\u95f4\u8fc7\u7a0b\u9047\u5230\u4ec0\u4e48\u95ee\u9898\u53ef\u4ee5\u5728\u4e0b\u65b9\u7559\u8a00\u3002<\/p>\n

\u00a0 \u00a0 \u00a0 \u00a0 oi，\u5c11\u5e74，\u6709\u70b9\u706b\u70ed\u554a，\u606d\u559c\u4f60！<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4f60\u5df2\u7ecf\u6210\u529f\u4e00\u53ea\u811a\u5165\u4e86yolo\u95e8\u4e86！<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0yolo\u4eba，\u4eba\u4e0a\u4eba，\u4e00\u4ee3\u5377\u8fc7\u4e00\u4ee3\u4eba！<\/p>\n<\/p>\n

\u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb2.3k\u6b21\uff0c\u70b9\u8d5e16\u6b21\uff0c\u6536\u85cf29\u6b21\u3002\u522b\u8ba9\u7e41\u7410\u6076\u5fc3\u7684\u914d\u73af\u5883\u5f71\u54cd\u4f60\u7684\u8010\u5fc3_yolo\u8bad\u7ec3\u5e73\u53f0<\/p>\n","protected":false},"author":2,"featured_media":8520,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[156,50,86],"topic":[],"class_list":["post-8527","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-yolo","tag-50","tag-86"],"yoast_head":"\n\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/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:\/\/www.wsisp.com\/helps\/8527.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb2.3k\u6b21\uff0c\u70b9\u8d5e16\u6b21\uff0c\u6536\u85cf29\u6b21\u3002\u522b\u8ba9\u7e41\u7410\u6076\u5fc3\u7684\u914d\u73af\u5883\u5f71\u54cd\u4f60\u7684\u8010\u5fc3_yolo\u8bad\u7ec3\u5e73\u53f0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/8527.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-18T08:45:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418084528-68021128d275a.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/8527.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/8527.html\",\"name\":\"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-04-18T08:45:33+00:00\",\"dateModified\":\"2025-04-18T08:45:33+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/8527.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/8527.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/8527.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","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:\/\/www.wsisp.com\/helps\/8527.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb2.3k\u6b21\uff0c\u70b9\u8d5e16\u6b21\uff0c\u6536\u85cf29\u6b21\u3002\u522b\u8ba9\u7e41\u7410\u6076\u5fc3\u7684\u914d\u73af\u5883\u5f71\u54cd\u4f60\u7684\u8010\u5fc3_yolo\u8bad\u7ec3\u5e73\u53f0","og_url":"https:\/\/www.wsisp.com\/helps\/8527.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-04-18T08:45:33+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418084528-68021128d275a.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/8527.html","url":"https:\/\/www.wsisp.com\/helps\/8527.html","name":"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-04-18T08:45:33+00:00","dateModified":"2025-04-18T08:45:33+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/8527.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/8527.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/8527.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5728\u670d\u52a1\u5668\u4e0a\u5982\u4f55\u8fdb\u884c\u7b2c\u4e00\u6b21YOLOv11\u7684\u8bad\u7ec3(\u5176\u4ed6\u7248\u672c\u4e5f\u5dee\u4e0d\u591a\u8fd9\u4e2a\u6d41\u7a0b)"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/8527","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=8527"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/8527\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/8520"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=8527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=8527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=8527"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=8527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}