{"id":113899,"date":"2026-10-07T20:42:24","date_gmt":"2026-10-07T12:42:24","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113899.html"},"modified":"2026-10-07T20:42:24","modified_gmt":"2026-10-07T12:42:24","slug":"%e6%99%ba%e7%a7%91%e6%af%95%e8%ae%be%e6%96%b0%e9%a2%96%e7%9a%84%e5%bc%80%e9%a2%98%e9%9b%86%e5%90%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113899.html","title":{"rendered":"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408"},"content":{"rendered":"<h2>1 \u5f15\u8a00<\/h2>\n<p>\u6bd5\u4e1a\u8bbe\u8ba1\u662f\u5927\u5bb6\u5b66\u4e60\u751f\u6daf\u7684\u6700\u91cd\u8981\u7684\u91cc\u7a0b\u7891&#xff0c;\u5b83\u4e0d\u4ec5\u662f\u5bf9\u56db\u5e74\u6240\u5b66\u77e5\u8bc6\u7684\u7efc\u5408\u8fd0\u7528&#xff0c;\u66f4\u662f\u5c55\u793a\u4e2a\u4eba\u6280\u672f\u80fd\u529b\u548c\u521b\u65b0\u601d\u7ef4\u7684\u91cd\u8981\u8fc7\u7a0b\u3002\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee\u81f3\u5173\u91cd\u8981&#xff0c;\u5b83\u5e94\u8be5\u65e2\u80fd\u4f53\u73b0\u4f60\u7684\u4e13\u4e1a\u80fd\u529b&#xff0c;\u53c8\u80fd\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u9700\u6c42&#xff0c;\u540c\u65f6\u8fd8\u8981\u5177\u6709\u4e00\u5b9a\u7684\u521b\u65b0\u6027\u548c\u6311\u6218\u6027\u3002\u8fd9\u91cc\u5b66\u957f\u5206\u4eab\u4e00\u4e0b\u5b66\u957f\u7684\u5fc3\u5f97&#xff0c;\u7ed9\u5927\u5bb6\u603b\u7ed3\u9009\u9898\u7684\u4e00\u4e9b\u6280\u5de7&#xff0c;\u5e76\u5206\u4eab\u51e0\u4e2a\u9879\u76ee\u7ed9\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff01;<\/p>\n<h5>\u9009\u9898\u5c0f\u6280\u5de7<\/h5>\n<li>\n<p>\u9006\u5411\u601d\u7ef4\u6cd5&#xff1a;\u4ece\u5c31\u4e1a\u5e02\u573a\u9700\u6c42\u51fa\u53d1&#xff0c;\u7814\u7a76\u62db\u8058\u4fe1\u606f\u4e2d\u9ad8\u9891\u51fa\u73b0\u7684\u6280\u672f\u8981\u6c42&#xff0c;\u9009\u62e9\u80fd\u591f\u953b\u70bc\u8fd9\u4e9b\u6280\u80fd\u7684\u9898\u76ee\u3002<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u62c6\u5206\u6cd5&#xff1a;\u5c06\u5927\u578b\u5f00\u6e90\u9879\u76ee\u7684\u67d0\u4e2a\u6a21\u5757\u4f5c\u4e3a\u81ea\u5df1\u7684\u6bd5\u4e1a\u8bbe\u8ba1&#xff0c;\u65e2\u6709\u6210\u719f\u7684\u53c2\u8003\u67b6\u6784&#xff0c;\u53c8\u80fd\u4e13\u6ce8\u4e8e\u7279\u5b9a\u529f\u80fd\u7684\u6df1\u5165\u5b9e\u73b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u95ee\u9898\u5bfc\u5411\u6cd5&#xff1a;\u4ece\u65e5\u5e38\u751f\u6d3b\u6216\u5b66\u4e60\u4e2d\u53d1\u73b0\u7684\u5b9e\u9645\u95ee\u9898\u51fa\u53d1&#xff0c;\u8bbe\u8ba1\u89e3\u51b3\u65b9\u6848&#xff0c;\u589e\u5f3a\u8bbe\u8ba1\u7684\u5b9e\u7528\u6027\u548c\u9488\u5bf9\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u6280\u672f\u878d\u5408\u6cd5&#xff1a;\u9009\u62e9\u80fd\u591f\u7ed3\u5408\u591a\u79cd\u70ed\u95e8\u6280\u672f\u7684\u9898\u76ee&#xff0c;\u5982\u524d\u540e\u7aef\u5206\u79bb&#043;\u5fae\u670d\u52a1&#043;\u5bb9\u5668\u5316&#xff0c;\u5168\u9762\u5c55\u793a\u81ea\u5df1\u7684\u6280\u672f\u6808\u3002<\/p>\n<\/li>\n<li>\n<p>\u9636\u68af\u5f0f\u9009\u9898\u6cd5&#xff1a;\u5148\u786e\u5b9a\u4e00\u4e2a\u57fa\u7840\u7248\u672c\u7684\u6838\u5fc3\u529f\u80fd&#xff0c;\u518d\u89c4\u5212\u591a\u4e2a\u53ef\u9009\u7684\u6269\u5c55\u529f\u80fd&#xff0c;\u6839\u636e\u5b9e\u9645\u8fdb\u5ea6\u7075\u6d3b\u8c03\u6574\u9879\u76ee\u89c4\u6a21\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bfc\u5e08\u8d44\u6e90\u5339\u914d\u6cd5&#xff1a;\u4e86\u89e3\u5bfc\u5e08\u7684\u7814\u7a76\u65b9\u5411\u548c\u9879\u76ee\u8d44\u6e90&#xff0c;\u9009\u62e9\u80fd\u591f\u83b7\u5f97\u5145\u5206\u6307\u5bfc\u548c\u8d44\u6e90\u652f\u6301\u7684\u9898\u76ee\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u793e\u533a\u53c2\u4e0e\u6cd5&#xff1a;\u9009\u62e9\u4e0e\u6d3b\u8dc3\u5f00\u6e90\u9879\u76ee\u76f8\u5173\u7684\u9898\u76ee&#xff0c;\u53ef\u4ee5\u83b7\u5f97\u793e\u533a\u652f\u6301&#xff0c;\u5e76\u6709\u673a\u4f1a\u5c06\u6210\u679c\u56de\u9988\u793e\u533a\u3002<\/p>\n<\/li>\n<li>\n<p>\u884c\u4e1a\u75db\u70b9\u5207\u5165\u6cd5&#xff1a;\u9488\u5bf9\u7279\u5b9a\u884c\u4e1a\u7684\u6280\u672f\u75db\u70b9&#xff0c;\u63d0\u51fa\u521b\u65b0\u89e3\u51b3\u65b9\u6848&#xff0c;\u589e\u5f3a\u6bd5\u4e1a\u8bbe\u8ba1\u7684\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>**\u91cd\u4e2d\u4e4b\u91cd&#xff1a;**\u4e0d\u8981\u518d\u9009\u62e9WEB\u7ba1\u7406\u7cfb\u7edf\u4e86\u3002<\/p>\n<\/li>\n<h2>2 \u9879\u76ee\u5206\u4eab<\/h2>\n<p>&#x1f525; D\u5b66\u957f\u5206\u4eab5\u4e2a\u6bd5\u4e1a\u8bbe\u8ba1\u9009\u9898\u6848\u4f8b\u7ed9\u5927\u5bb6&#xff0c;\u5e76\u9644\u5e26\u9879\u76ee\u5206\u4eab\u7ed9\u5927\u5bb6\u5b66\u4e60\u53c2\u8003\u4f7f\u7528\u3002<\/p>\n<p>&#x1f525; \u8fd1\u5e74\u5f00\u59cb\u6bd5\u4e1a\u8bbe\u8ba1\u548c\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42\u548c\u96be\u5ea6\u4e0d\u65ad\u63d0\u5347&#xff0c;\u4f20\u7edf\u7684\u8bfe\u9898\u5f80\u5f80\u8fbe\u4e0d\u5230\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42&#xff0c;\u8fd9\u4e24\u5e74\u4e0d\u65ad\u6709\u5b66\u5f1f\u5b66\u59b9\u544a\u8bc9\u5b66\u957f\u81ea\u5df1\u505a\u7684\u9879\u76ee\u7cfb\u7edf\u8fbe\u4e0d\u5230\u8001\u5e08\u7684\u8981\u6c42\u3002\u5e76\u4e14\u5f88\u96be\u627e\u5230\u5b8c\u6574\u7684\u6bd5\u8bbe\u53c2\u8003\u5b66\u4e60\u8d44\u6599\u3002\u4e3a\u4e86\u5927\u5bb6\u80fd\u591f\u987a\u5229\u4ee5\u53ca\u6700\u5c11\u7684\u7cbe\u529b\u901a\u8fc7\u6bd5\u8bbe&#xff0c;\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee\u63d0\u4f9b\u5927\u5bb6\u53c2\u8003\u5b66\u4e60\u3002<\/p>\n<p>&#x1f525; \u672c\u6587\u662f\u6bd5\u4e1a\u8bbe\u8ba1\u9009\u9898\u6848\u4f8b\u7b2c\u4e00\u7bc7&#xff08;\u540e\u7eed\u7ae0\u8282\u89c1\u4e3b\u9875&#xff09;&#xff0c;\u76ee\u7684\u662f\u5206\u4eab\u9ad8\u8d28\u91cf\u7684\u6bd5\u8bbe\u4f5c\u54c1\u7ed9\u5927\u5bb6\u8fdb\u884c\u6709\u6548\u7684\u53c2\u8003\u5b66\u4e60&#xff0c;\u5305\u542b\u5168\u9762\u5185\u5bb9&#xff1a;<\/p>\n<p>\u5de5\u7a0b\u6e90\u7801&#043;\u5f00\u9898\u62a5\u544a&#043;\u8be6\u7ec6\u8bbe\u8ba1\u6587\u6863\u7b49\u3002<\/p>\n<p>&#x1f9ff; \u6574\u7406\u7684\u8bfe\u9898\u6807\u51c6&#xff1a;<\/p>\n<ul>\n<li>\u96be\u5ea6\u9002\u4e2d<\/li>\n<li>\u5de5\u4f5c\u91cf\u8fbe\u6807<\/li>\n<li>\u8bfe\u9898\u65b0\u9896&#xff0c;\u542b\u521b\u65b0\u70b9<\/li>\n<\/ul>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab1: yolov11\u710a\u63a5\u7f3a\u9677\u68c0\u6d4b\u8bc6\u522b\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u57fa\u4e8eYOLOv11\u7684\u710a\u63a5\u7f3a\u9677\u68c0\u6d4b\u8bc6\u522b\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u5b9e\u65f6\u68c0\u6d4b\u710a\u63a5\u7f3a\u9677&#xff0c;\u5e76\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u3002\u7cfb\u7edf\u652f\u6301\u6444\u50cf\u5934\u5b9e\u65f6\u68c0\u6d4b\u3001\u6a21\u578b\u7ba1\u7406\u3001\u6570\u636e\u53ef\u89c6\u5316\u548c\u5386\u53f2\u67e5\u8be2\u7b49\u529f\u80fd\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv11\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5b9e\u73b0\u710a\u63a5\u7f3a\u9677\u68c0\u6d4b\u3002<\/p>\n<p>2.\u4f7f\u7528PyQt5\u6784\u5efa\u7528\u6237\u754c\u9762&#xff0c;\u652f\u6301\u6444\u50cf\u5934\u63a7\u5236\u548c\u5b9e\u65f6\u7ed3\u679c\u663e\u793a\u3002<\/p>\n<p>3.\u652f\u6301\u6570\u636e\u589e\u5f3a\u6280\u672f&#xff0c;\u5305\u62ecMosaic\u589e\u5f3a\u548c\u989c\u8272\u6270\u52a8&#xff0c;\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>4.\u4f7f\u7528\u591a\u7ebf\u7a0b\u6280\u672f\u5b9e\u73b0\u5b9e\u65f6\u68c0\u6d4b&#xff0c;\u786e\u4fdd\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<p>5.\u63d0\u4f9b\u56fe\u8868\u5c55\u793a\u529f\u80fd&#xff0c;\u5305\u62ec\u7f3a\u9677\u7c7b\u578b\u5206\u5e03\u997c\u56fe\u548c\u68c0\u6d4b\u5386\u53f2\u6298\u7ebf\u56fe\u3002<\/p>\n<p>6.\u652f\u6301\u6a21\u578b\u4f18\u5316\u548c\u6027\u80fd\u8c03\u4f18&#xff0c;\u9002\u7528\u4e8e\u4e0d\u540c\u786c\u4ef6\u914d\u7f6e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124216-6ac63e28df37f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124217-6ac63e295c305.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124217-6ac63e29df0fe.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab2: yolov11\u8840\u6db2\u7ec6\u80de\u8ba1\u6570\u8bc6\u522b\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u57fa\u4e8eYOLOv11\u7684\u8840\u6db2\u7ec6\u80de\u8ba1\u6570\u8bc6\u522b\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u81ea\u52a8\u8bc6\u522b\u548c\u8ba1\u6570\u8840\u6db2\u4e2d\u7684\u7ea2\u7ec6\u80de\u3001\u767d\u7ec6\u80de\u548c\u8840\u5c0f\u677f&#xff0c;\u5e76\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u63d0\u9ad8\u8bc6\u522b\u51c6\u786e\u7387\u3002\u7cfb\u7edf\u652f\u6301\u56fe\u50cf\u5904\u7406\u548c\u5b9e\u65f6\u68c0\u6d4b&#xff0c;\u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\u548c\u7edf\u8ba1\u56fe\u8868\u5c55\u793a\u3002<\/p>\n<li>\u4f7f\u7528YOLOv11 v11.0\u4f5c\u4e3a\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u3002<\/li>\n<li>\u4f7f\u7528PyQt5 5.15\u5f00\u53d1\u7528\u6237\u754c\u9762\u3002<\/li>\n<li>\u4f7f\u7528OpenCV 4.5\u8fdb\u884c\u56fe\u50cf\u5904\u7406\u3002<\/li>\n<li>\u4f7f\u7528Matplotlib 3.5\u7ed8\u5236\u7edf\u8ba1\u56fe\u8868\u3002<\/li>\n<li>\u4f7f\u7528PyTorch 1.12\u4f5c\u4e3a\u6a21\u578b\u8bad\u7ec3\u6846\u67b6\u3002<\/li>\n<li>\u652f\u6301\u6570\u636e\u589e\u5f3a\u548c\u591a\u7ebf\u7a0b\u5904\u7406\u4ee5\u63d0\u9ad8\u68c0\u6d4b\u6548\u7387\u3002<\/li>\n<li>\u63d0\u4f9b\u8be6\u7ec6\u7684\u68c0\u6d4b\u7ed3\u679c\u548c\u53ef\u89c6\u5316\u5c55\u793a\u3002<\/li>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124218-6ac63e2a86da4.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124219-6ac63e2ba7aed.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab3: yolov11\u533b\u5b66\u5f71\u50cf\u8111\u7624\u68c0\u6d4b\u8bc6\u522b\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u57fa\u4e8eYOLOv11\u7684\u533b\u5b66\u5f71\u50cf\u8111\u7624\u68c0\u6d4b\u8bc6\u522b\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u5bf9CT\u3001MRI\u7b49\u533b\u5b66\u5f71\u50cf\u8fdb\u884c\u667a\u80fd\u5206\u6790&#xff0c;\u5b9e\u65f6\u68c0\u6d4b\u548c\u8bc6\u522b\u8111\u90e8\u80bf\u7624&#xff0c;\u5e76\u63d0\u4f9b\u53ef\u89c6\u5316\u7ed3\u679c\u3002\u7cfb\u7edf\u80fd\u591f\u63d0\u9ad8\u8bca\u65ad\u6548\u7387&#xff0c;\u51cf\u5c11\u533b\u751f\u5de5\u4f5c\u8d1f\u8377&#xff0c;\u63d0\u5347\u8bca\u65ad\u51c6\u786e\u7387&#xff0c;\u7279\u522b\u662f\u5bf9\u5c0f\u4e8e1cm\u7684\u5fae\u5c0f\u80bf\u7624\u68c0\u51fa\u7387\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv11\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4f5c\u4e3a\u6838\u5fc3\u68c0\u6d4b\u6a21\u578b&#xff0c;\u68c0\u6d4b\u7cbe\u5ea6(mAP)\u8fbe\u523068.9%&#xff0c;\u63a8\u7406\u901f\u5ea6\u8fbe\u5230165FPS\u3002<\/p>\n<p>2.\u91c7\u7528PyTorch 1.12\u548cOpenCV 4.5\u4f5c\u4e3a\u4e3b\u8981\u6280\u672f\u6808&#xff0c;\u7ed3\u5408Albumentations\u6570\u636e\u589e\u5f3a\u5e93\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>3.\u5f00\u53d1\u57fa\u4e8ePyQt5\u7684\u4ea4\u4e92\u7cfb\u7edf&#xff0c;\u63d0\u4f9b\u5b8c\u6574\u7684\u7528\u6237\u754c\u9762&#xff0c;\u652f\u6301\u5f71\u50cf\u5bfc\u5165\u3001\u9884\u5904\u7406\u3001\u667a\u80fd\u5206\u6790\u548c\u7ed3\u679c\u53ef\u89c6\u5316\u3002<\/p>\n<p>4.\u5b9e\u73b0\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u3001\u81ea\u9002\u5e94\u975e\u6781\u5927\u6291\u5236\u548c\u4e09\u7ef4\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u4f18\u5316\u9488\u5bf9\u8111\u90e8MRI\/CT\u5f71\u50cf\u7684\u68c0\u6d4b\u6548\u679c\u3002<\/p>\n<p>5.\u63d0\u4f9b\u68c0\u6d4b\u7f6e\u4fe1\u5ea6\u4e0e\u53ef\u7591\u533a\u57df\u70ed\u529b\u56fe&#xff0c;\u589e\u5f3a\u7ed3\u679c\u53ef\u89e3\u91ca\u6027&#xff0c;\u652f\u6301\u533b\u751f\u53cd\u9988\u7684\u4e3b\u52a8\u5b66\u4e60\u673a\u5236\u3002<\/p>\n<p>6.\u5f00\u53d1DICOM\u6807\u51c6\u63a5\u53e3&#xff0c;\u65e0\u7f1d\u5bf9\u63a5\u533b\u9662PACS\u7cfb\u7edf&#xff0c;\u652f\u6301\u591a\u6a21\u6001\u6570\u636e\u878d\u5408\u5206\u6790&#xff0c;\u63d0\u4f9b\u6807\u51c6API\u63a5\u53e3\u4fbf\u4e8e\u7cfb\u7edf\u96c6\u6210\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124220-6ac63e2c3d2e9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124220-6ac63e2cb161b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab4: yolo\u8461\u8404\u91c7\u6458\u62a4\u7406\u5b9a\u4f4d\u8f85\u52a9\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u57fa\u4e8eYOLOv8\u7684\u8461\u8404\u91c7\u6458\u62a4\u7406\u5b9a\u4f4d\u8f85\u52a9\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u5b9e\u65f6\u68c0\u6d4b\u548c\u5b9a\u4f4d\u8461\u8404\u4f4d\u7f6e&#xff0c;\u901a\u8fc7\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\u5c55\u793a\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u4e3a\u8461\u8404\u79cd\u690d\u7ba1\u7406\u548c\u91c7\u6458\u62a4\u7406\u63d0\u4f9b\u667a\u80fd\u5316\u652f\u6301\u3002\u7cfb\u7edf\u652f\u6301\u56fe\u7247\u8bc6\u522b\u3001\u89c6\u9891\u8bc6\u522b\u548c\u5b9e\u65f6\u6444\u50cf\u5934\u8bc6\u522b\u4e09\u79cd\u6a21\u5f0f&#xff0c;\u80fd\u591f\u663e\u793a\u8bc6\u522b\u7ed3\u679c&#xff0c;\u5305\u62ec\u8fb9\u754c\u6846\u3001\u7c7b\u522b\u548c\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv8\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4f5c\u4e3a\u6838\u5fc3\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u3002<\/p>\n<p>2.\u91c7\u7528PyQt5\u6784\u5efa\u8de8\u5e73\u53f0\u684c\u9762\u5e94\u7528\u7a0b\u5e8f\u754c\u9762&#xff0c;\u63d0\u4f9b\u53cb\u597d\u7684\u7528\u6237\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n<p>3.\u4f7f\u7528OpenCV\u8fdb\u884c\u56fe\u50cf\u5904\u7406\u3001\u89c6\u9891\u6d41\u5904\u7406\u548c\u7ed8\u5236\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n<p>4.\u5b9e\u73b0\u591a\u7ebf\u7a0b\u5904\u7406&#xff0c;\u4f7f\u7528QThread\u5206\u79bbUI\u7ebf\u7a0b\u548c\u89c6\u9891\u5904\u7406\u7ebf\u7a0b&#xff0c;\u4fdd\u8bc1\u754c\u9762\u54cd\u5e94\u6027\u3002<\/p>\n<p>5.\u652f\u6301\u591a\u6a21\u6001\u8bc6\u522b&#xff0c;\u540c\u6b65\u652f\u6301\u56fe\u7247\/\u89c6\u9891\/\u5b9e\u65f6\u6444\u50cf\u8f93\u5165\u3002<\/p>\n<p>6.\u91c7\u7528\u975e\u6781\u5927\u503c\u6291\u5236&#xff08;NMS&#xff09;\u7b97\u6cd5\u8fc7\u6ee4\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u51cf\u5c11\u91cd\u590d\u68c0\u6d4b&#xff0c;\u63d0\u9ad8\u8bc6\u522b\u51c6\u786e\u6027\u3002<\/p>\n<p>7.\u7cfb\u7edf\u5177\u6709\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027&#xff0c;\u53ef\u652f\u6301\u66f4\u591a\u519c\u4f5c\u7269\u79cd\u7c7b\u7684\u8bc6\u522b\u3001\u6570\u636e\u7edf\u8ba1\u5206\u6790\u548c\u8fdc\u7a0b\u76d1\u63a7\u529f\u80fd\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124221-6ac63e2d46ce5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124221-6ac63e2ded65e.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u6574\u4f53\u67b6\u6784<\/h4>\n<p>\u7cfb\u7edf\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u6838\u5fc3\u6a21\u5757&#xff1a;<\/p>\n<p>  #mermaid-svg-CUIpwEwbLOnU0mfR{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-CUIpwEwbLOnU0mfR .error-icon{fill:#552222;}#mermaid-svg-CUIpwEwbLOnU0mfR .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-CUIpwEwbLOnU0mfR .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-CUIpwEwbLOnU0mfR .marker{fill:#333333;stroke:#333333;}#mermaid-svg-CUIpwEwbLOnU0mfR .marker.cross{stroke:#333333;}#mermaid-svg-CUIpwEwbLOnU0mfR svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-CUIpwEwbLOnU0mfR p{margin:0;}#mermaid-svg-CUIpwEwbLOnU0mfR .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster-label text{fill:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster-label span{color:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster-label span p{background-color:transparent;}#mermaid-svg-CUIpwEwbLOnU0mfR .label text,#mermaid-svg-CUIpwEwbLOnU0mfR span{fill:#333;color:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR .node rect,#mermaid-svg-CUIpwEwbLOnU0mfR .node circle,#mermaid-svg-CUIpwEwbLOnU0mfR .node ellipse,#mermaid-svg-CUIpwEwbLOnU0mfR .node polygon,#mermaid-svg-CUIpwEwbLOnU0mfR .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-CUIpwEwbLOnU0mfR .rough-node .label text,#mermaid-svg-CUIpwEwbLOnU0mfR .node .label text,#mermaid-svg-CUIpwEwbLOnU0mfR .image-shape .label,#mermaid-svg-CUIpwEwbLOnU0mfR .icon-shape .label{text-anchor:middle;}#mermaid-svg-CUIpwEwbLOnU0mfR .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-CUIpwEwbLOnU0mfR .rough-node .label,#mermaid-svg-CUIpwEwbLOnU0mfR .node .label,#mermaid-svg-CUIpwEwbLOnU0mfR .image-shape .label,#mermaid-svg-CUIpwEwbLOnU0mfR .icon-shape .label{text-align:center;}#mermaid-svg-CUIpwEwbLOnU0mfR .node.clickable{cursor:pointer;}#mermaid-svg-CUIpwEwbLOnU0mfR .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-CUIpwEwbLOnU0mfR .arrowheadPath{fill:#333333;}#mermaid-svg-CUIpwEwbLOnU0mfR .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-CUIpwEwbLOnU0mfR .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-CUIpwEwbLOnU0mfR .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CUIpwEwbLOnU0mfR .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-CUIpwEwbLOnU0mfR .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CUIpwEwbLOnU0mfR .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster text{fill:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR .cluster span{color:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-CUIpwEwbLOnU0mfR .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-CUIpwEwbLOnU0mfR rect.text{fill:none;stroke-width:0;}#mermaid-svg-CUIpwEwbLOnU0mfR .icon-shape,#mermaid-svg-CUIpwEwbLOnU0mfR .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CUIpwEwbLOnU0mfR .icon-shape p,#mermaid-svg-CUIpwEwbLOnU0mfR .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-CUIpwEwbLOnU0mfR .icon-shape .label rect,#mermaid-svg-CUIpwEwbLOnU0mfR .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CUIpwEwbLOnU0mfR .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-CUIpwEwbLOnU0mfR .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-CUIpwEwbLOnU0mfR :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u4ea4\u4e92<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165\/\u8f93\u51fa<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6838\u5fc3\u529f\u80fd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u754c\u9762\u6a21\u5757<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u76ee\u6807\u68c0\u6d4b\u6a21\u5757<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891\u5904\u7406\u6a21\u5757<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>YOLOv8\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6444\u50cf\u5934\/\u89c6\u9891\u8f93\u5165<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u6d4b\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>&#x1f6a9;\u8bfe\u9898\u5206\u4eab5: \u6df1\u5ea6\u5b66\u4e60Yolo11\u66b4\u529b\u884c\u4e3a\u8bc6\u522b\u7cfb\u7edf<\/h2>\n<p>&#x1f947;\u9879\u76ee\u7efc\u5408\u7efc\u5408\u8bc4\u5206(\u6ee1\u52065\u9897\u661f)<\/p>\n<ul>\n<li>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u91cf&#xff1a;\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u70b9&#xff1a;\u2b50\u2b50\u2b50\u2b50\u2b50<\/p>\n<\/li>\n<\/ul>\n<p>\u6df1\u5ea6\u5b66\u4e60Yolo11\u66b4\u529b\u884c\u4e3a\u8bc6\u522b\u7cfb\u7edf\u662f\u4e00\u4e2a\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u667a\u80fd\u76d1\u63a7\u7cfb\u7edf&#xff0c;\u80fd\u591f\u5b9e\u65f6\u8bc6\u522b\u89c6\u9891\u4e2d\u7684\u66b4\u529b\u884c\u4e3a&#xff0c;\u5e76\u8fdb\u884c\u9884\u8b66\u63d0\u793a\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5bf9\u76d1\u63a7\u89c6\u9891\u8fdb\u884c\u5206\u6790&#xff0c;\u53ef\u4ee5\u6709\u6548\u51cf\u8f7b\u5b89\u4fdd\u4eba\u5458\u7684\u5de5\u4f5c\u8d1f\u62c5&#xff0c;\u63d0\u9ad8\u76d1\u63a7\u6548\u7387&#xff0c;\u4e3a\u516c\u5171\u5b89\u5168\u63d0\u4f9b\u6280\u672f\u4fdd\u969c\u3002<\/p>\n<p>1.\u4f7f\u7528YOLOv11\u7b97\u6cd5\u4f5c\u4e3a\u6838\u5fc3\u68c0\u6d4b\u5f15\u64ce&#xff0c;\u5b9e\u73b0\u66b4\u529b\u884c\u4e3a\u7684\u5b9e\u65f6\u8bc6\u522b\u3002<\/p>\n<p>2.\u91c7\u7528PyQt5\u6846\u67b6\u5f00\u53d1\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762&#xff0c;\u652f\u6301\u56fe\u7247\u3001\u89c6\u9891\u548c\u5b9e\u65f6\u6444\u50cf\u5934\u4e09\u79cd\u8f93\u5165\u6a21\u5f0f\u3002<\/p>\n<p>3.\u4f7f\u7528OpenCV\u5e93\u8fdb\u884c\u56fe\u50cf\u5904\u7406&#xff0c;\u5b9e\u73b0\u89c6\u9891\u5e27\u7684\u83b7\u53d6\u548c\u5904\u7406\u3002<\/p>\n<p>4.\u901a\u8fc7\u591a\u7ebf\u7a0b\u6280\u672f(Python QThread)\u4fdd\u8bc1\u754c\u9762\u54cd\u5e94\u6d41\u7545&#xff0c;\u907f\u514d\u68c0\u6d4b\u8fc7\u7a0b\u4e2d\u754c\u9762\u5361\u987f\u3002<\/p>\n<p>5.\u5177\u5907\u68c0\u6d4b\u65e5\u5fd7\u8bb0\u5f55\u548c\u66b4\u529b\u884c\u4e3a\u9884\u8b66\u529f\u80fd&#xff0c;\u53ef\u53ca\u65f6\u63d0\u9192\u5b89\u4fdd\u4eba\u5458\u3002<\/p>\n<p>6.\u7cfb\u7edf\u53ef\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6821\u56ed\u3001\u5546\u573a\u3001\u4ea4\u901a\u67a2\u7ebd\u7b49\u516c\u5171\u573a\u6240&#xff0c;\u4e3a\u6784\u5efa\u5b89\u5168\u548c\u8c10\u793e\u4f1a\u63d0\u4f9b\u6280\u672f\u652f\u6301\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124223-6ac63e2f0c2c2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124223-6ac63e2f5898e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124223-6ac63e2fabb68.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1 \u5f15\u8a00<br \/>\n\u6bd5\u4e1a\u8bbe\u8ba1\u662f\u5927\u5bb6\u5b66\u4e60\u751f\u6daf\u7684\u6700\u91cd\u8981\u7684\u91cc\u7a0b\u7891&#xff0c;\u5b83\u4e0d\u4ec5\u662f\u5bf9\u56db\u5e74\u6240\u5b66\u77e5\u8bc6\u7684\u7efc\u5408\u8fd0\u7528&#xff0c;\u66f4\u662f\u5c55\u793a\u4e2a\u4eba\u6280\u672f\u80fd\u529b\u548c\u521b\u65b0\u601d\u7ef4\u7684\u91cd\u8981\u8fc7\u7a0b\u3002\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee\u81f3\u5173\u91cd\u8981&#xff0c;\u5b83\u5e94\u8be5\u65e2\u80fd\u4f53\u73b0\u4f60\u7684\u4e13\u4e1a\u80fd\u529b&#xff0c;\u53c8\u80fd\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u9700\u6c42&#xff0c;\u540c\u65f6\u8fd8\u8981\u5177\u6709\u4e00\u5b9a\u7684\u521b\u65b0\u6027\u548c\u6311\u6218\u6027\u3002\u8fd9\u91cc\u5b66\u957f\u5206\u4eab\u4e00\u4e0b\u5b66\u957f\u7684\u5fc3\u5f97&#xff0c;\u7ed9\u5927\u5bb6\u603b\u7ed3\u9009\u9898\u7684\u4e00\u4e9b\u6280\u5de7&#xff0c;\u5e76\u5206\u4eab\u51e0\u4e2a\u9879\u76ee\u7ed9\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff01;<br \/>\n\u9009\u9898\u5c0f\u6280\u5de7 \u9006\u5411\u601d\u7ef4\u6cd5&amp;#xff<\/p>\n","protected":false},"author":2,"featured_media":113887,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,1908,1520],"topic":[],"class_list":["post-113899","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-1908","tag-1520"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \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\/113899.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"1 \u5f15\u8a00 \u6bd5\u4e1a\u8bbe\u8ba1\u662f\u5927\u5bb6\u5b66\u4e60\u751f\u6daf\u7684\u6700\u91cd\u8981\u7684\u91cc\u7a0b\u7891&#xff0c;\u5b83\u4e0d\u4ec5\u662f\u5bf9\u56db\u5e74\u6240\u5b66\u77e5\u8bc6\u7684\u7efc\u5408\u8fd0\u7528&#xff0c;\u66f4\u662f\u5c55\u793a\u4e2a\u4eba\u6280\u672f\u80fd\u529b\u548c\u521b\u65b0\u601d\u7ef4\u7684\u91cd\u8981\u8fc7\u7a0b\u3002\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee\u81f3\u5173\u91cd\u8981&#xff0c;\u5b83\u5e94\u8be5\u65e2\u80fd\u4f53\u73b0\u4f60\u7684\u4e13\u4e1a\u80fd\u529b&#xff0c;\u53c8\u80fd\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u9700\u6c42&#xff0c;\u540c\u65f6\u8fd8\u8981\u5177\u6709\u4e00\u5b9a\u7684\u521b\u65b0\u6027\u548c\u6311\u6218\u6027\u3002\u8fd9\u91cc\u5b66\u957f\u5206\u4eab\u4e00\u4e0b\u5b66\u957f\u7684\u5fc3\u5f97&#xff0c;\u7ed9\u5927\u5bb6\u603b\u7ed3\u9009\u9898\u7684\u4e00\u4e9b\u6280\u5de7&#xff0c;\u5e76\u5206\u4eab\u51e0\u4e2a\u9879\u76ee\u7ed9\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff01; \u9009\u9898\u5c0f\u6280\u5de7 \u9006\u5411\u601d\u7ef4\u6cd5&amp;#xff\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/113899.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-07T12:42:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124216-6ac63e28df37f.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=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/113899.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/113899.html\",\"name\":\"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-07T12:42:24+00:00\",\"dateModified\":\"2026-10-07T12:42:24+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/113899.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/113899.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/113899.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408\"}]},{\"@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":"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \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\/113899.html","og_locale":"zh_CN","og_type":"article","og_title":"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"1 \u5f15\u8a00 \u6bd5\u4e1a\u8bbe\u8ba1\u662f\u5927\u5bb6\u5b66\u4e60\u751f\u6daf\u7684\u6700\u91cd\u8981\u7684\u91cc\u7a0b\u7891&#xff0c;\u5b83\u4e0d\u4ec5\u662f\u5bf9\u56db\u5e74\u6240\u5b66\u77e5\u8bc6\u7684\u7efc\u5408\u8fd0\u7528&#xff0c;\u66f4\u662f\u5c55\u793a\u4e2a\u4eba\u6280\u672f\u80fd\u529b\u548c\u521b\u65b0\u601d\u7ef4\u7684\u91cd\u8981\u8fc7\u7a0b\u3002\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee\u81f3\u5173\u91cd\u8981&#xff0c;\u5b83\u5e94\u8be5\u65e2\u80fd\u4f53\u73b0\u4f60\u7684\u4e13\u4e1a\u80fd\u529b&#xff0c;\u53c8\u80fd\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u9700\u6c42&#xff0c;\u540c\u65f6\u8fd8\u8981\u5177\u6709\u4e00\u5b9a\u7684\u521b\u65b0\u6027\u548c\u6311\u6218\u6027\u3002\u8fd9\u91cc\u5b66\u957f\u5206\u4eab\u4e00\u4e0b\u5b66\u957f\u7684\u5fc3\u5f97&#xff0c;\u7ed9\u5927\u5bb6\u603b\u7ed3\u9009\u9898\u7684\u4e00\u4e9b\u6280\u5de7&#xff0c;\u5e76\u5206\u4eab\u51e0\u4e2a\u9879\u76ee\u7ed9\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff01; \u9009\u9898\u5c0f\u6280\u5de7 \u9006\u5411\u601d\u7ef4\u6cd5&amp;#xff","og_url":"https:\/\/www.wsisp.com\/helps\/113899.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-07T12:42:24+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261007124216-6ac63e28df37f.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/113899.html","url":"https:\/\/www.wsisp.com\/helps\/113899.html","name":"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-07T12:42:24+00:00","dateModified":"2026-10-07T12:42:24+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/113899.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/113899.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/113899.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u667a\u79d1\u6bd5\u8bbe\u65b0\u9896\u7684\u5f00\u9898\u96c6\u5408"}]},{"@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\/113899","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=113899"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/113899\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/113887"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=113899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=113899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=113899"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=113899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}