{"id":73757,"date":"2026-02-08T10:41:39","date_gmt":"2026-02-08T02:41:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/73757.html"},"modified":"2026-02-08T10:41:39","modified_gmt":"2026-02-08T02:41:39","slug":"%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e4%b8%80%e4%bd%93%e5%8c%96%e6%a8%a1%e5%9e%8b%e5%9b%be%e5%83%8f%e5%8e%bb%e9%9b%a8%e5%9b%be%e5%83%8f%e5%8e%bb%e5%99%aa%e5%9b%be%e5%83%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/73757.html","title":{"rendered":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4f53\u5316\u6a21\u578b\u56fe\u50cf\u53bb\u96e8+\u56fe\u50cf\u53bb\u566a+\u56fe\u50cf\u53bb\u6a21\u7cca\uff08\u4ee3\u7801+\u90e8\u7f72\u8fd0\u884c\u6559\u7a0b\uff09"},"content":{"rendered":"<p>\u672c\u6587\u4e3b\u8981\u8bb2\u8ff0\u4e86\u4e00\u4f53\u5316\u6a21\u578b\u8fdb\u884c\u53bb\u566a\u3001\u53bb\u96e8\u3001\u53bb\u6a21\u7cca&#xff0c;\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u4e00\u4e2a\u6a21\u578b\u5c31\u53ef\u4ee5\u5b8c\u6210\u4e0a\u8ff0\u4e09\u4e2a\u4efb\u52a1\u3002\u5b9e\u73b0\u4e86\u826f\u597d\u7684\u56fe\u50cf\u590d\u539f\u529f\u80fd&#xff01;<\/p>\n<p>\u5148\u6765\u770b\u4e00\u4e0b\u7f8e\u5973\u590d\u539f.jpg 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\/><\/p>\n<h3>\u53bb\u6a21\u7cca\u7ed3\u679c<\/h3>\n<p>\u5177\u4f53\u800c\u8a00&#xff0c;\u8be5\u65b9\u6cd5\u4f7f\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\u5b66\u4e60\u4e0a\u4e0b\u6587\u7279\u5f81&#xff0c;\u5e76\u5c06\u5176\u4e0e\u4fdd\u7559\u5c40\u90e8\u4fe1\u606f\u7684\u9ad8\u5206\u8fa8\u7387\u5206\u652f\u76f8\u7ed3\u5408\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208024135-6987f7df708fd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u53bb\u96e8\u5bf9\u6bd4\u7ed3\u679c<\/h3>\n<p>\u5728\u6bcf\u4e2a\u9636\u6bb5&#xff0c;\u5b83\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u81ea\u9002\u5e94\u8bbe\u8ba1&#xff0c;\u901a\u8fc7\u5229\u7528\u539f\u4f4d\u76d1\u7763\u6ce8\u610f\u529b\u5bf9\u5c40\u90e8\u7279\u5f81\u8fdb\u884c\u91cd\u65b0\u52a0\u6743\u3002\u6b64\u5916&#xff0c;\u8be5\u65b9\u6cd5\u8fd8\u4f7f\u7528\u4e86\u65e9\u671f\u5230\u665a\u671f\u9636\u6bb5\u7684\u987a\u5e8f\u4fe1\u606f\u4ea4\u6d41\u548c\u4fa7\u5411\u8fde\u63a5\u6765\u907f\u514d\u4fe1\u606f\u635f\u5931\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208024136-6987f7e04d6c5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4ee3\u7801\u90e8\u7f72<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208024137-6987f7e11fae8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8981\u90e8\u7f72\u548c\u8fd0\u884c\u8be5\u8bba\u6587\u7684\u4ee3\u7801&#xff0c;\u60a8\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c&#xff1a;<\/p>\n<li>\n<p>\u83b7\u53d6\u4ee3\u7801&#xff1a;\u9996\u5148&#xff0c;\u60a8\u9700\u8981\u4ece\u8bba\u6587\u4f5c\u8005\u7684\u4ee3\u7801\u5b58\u50a8\u5e93\u6216\u5176\u4ed6\u516c\u5f00\u6765\u6e90\u83b7\u53d6\u4ee3\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u73af\u5883\u8bbe\u7f6e&#xff1a;\u786e\u4fdd\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5df2\u5b89\u88c5\u6240\u9700\u7684\u8f6f\u4ef6\u548c\u5e93\u3002\u6839\u636e\u4ee3\u7801\u8981\u6c42&#xff0c;\u60a8\u53ef\u80fd\u9700\u8981\u5b89\u88c5Python\u3001PyTorch\u3001NumPy\u7b49\u3002<\/p>\n<p> conda create -n pytorch1 python&#061;3.7<br \/>\nconda activate pytorch1<br \/>\nconda install pytorch&#061;1.1 torchvision&#061;0.3 cudatoolkit&#061;9.0 -c pytorch<br \/>\npip install matplotlib scikit-image opencv-python yacs joblib natsort h5py tqdm<br \/>\n cd pytorch-gradual-warmup-lr; python setup.py install; cd ..\n <\/li>\n<li>\n<p>\u6570\u636e\u51c6\u5907&#xff1a;\u51c6\u5907\u7528\u4e8e\u56fe\u50cf\u6062\u590d\u4efb\u52a1\u7684\u6570\u636e\u96c6\u3002\u6839\u636e\u60a8\u7684\u9700\u6c42&#xff0c;\u60a8\u53ef\u4ee5\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u96c6&#xff0c;\u5e76\u786e\u4fdd\u6309\u7167\u4ee3\u7801\u7684\u8981\u6c42\u7ec4\u7ec7\u6570\u636e\u3002<\/p>\n<p>\u70b9\u51fb\u4ee3\u7801\u4e2d\u7684\u94fe\u63a5\u83b7\u53d6&#xff01;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8bad\u7ec3&#xff1a;\u4f7f\u7528\u63d0\u4f9b\u7684\u4ee3\u7801&#xff0c;\u60a8\u53ef\u4ee5\u4f7f\u7528\u51c6\u5907\u597d\u7684\u6570\u636e\u96c6\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u6839\u636e\u4ee3\u7801\u7684\u5177\u4f53\u5b9e\u73b0&#xff0c;\u60a8\u53ef\u80fd\u9700\u8981\u6307\u5b9a\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u53c2\u6570\u548c\u4f18\u5316\u5668\u7b49\u3002<\/p>\n<p> python train.py<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208024138-6987f7e22de40.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u6d4b\u8bd5&#xff1a;\u5728\u8bad\u7ec3\u5b8c\u6210\u540e&#xff0c;\u60a8\u53ef\u4ee5\u4f7f\u7528\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\u5bf9\u65b0\u7684\u56fe\u50cf\u8fdb\u884c\u6062\u590d\u3002\u6839\u636e\u4ee3\u7801\u7684\u5b9e\u73b0&#xff0c;\u60a8\u53ef\u80fd\u9700\u8981\u63d0\u4f9b\u5f85\u6062\u590d\u56fe\u50cf\u7684\u8def\u5f84\u6216\u5176\u4ed6\u5fc5\u8981\u7684\u8f93\u5165<\/p>\n<p> python demo.py &#8211;task Task_Name &#8211;input_dir path_to_images &#8211;result_dir save_images_here<br \/>\n\u5b8c\u6574\u4ee3\u7801  \u6587\u7ae0\u5e95\u90e8\u63a8\u5e7f\u83b7\u53d6\n <\/li>\n<h2>\u5b8c\u6574\u4ee3\u7801 \u6587\u7ae0\u5e95\u90e8\u63a8\u5e7f\u83b7\u53d6<\/h2>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4e3b\u8981\u8bb2\u8ff0\u4e86\u4e00\u4f53\u5316\u6a21\u578b\u8fdb\u884c\u53bb\u566a\u3001\u53bb\u96e8\u3001\u53bb\u6a21\u7cca&#xff0c;\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u4e00\u4e2a\u6a21\u578b\u5c31\u53ef\u4ee5\u5b8c\u6210\u4e0a\u8ff0\u4e09\u4e2a\u4efb\u52a1\u3002\u5b9e\u73b0\u4e86\u826f\u597d\u7684\u56fe\u50cf\u590d\u539f\u529f\u80fd&#xff01;<br \/>\n\u5148\u6765\u770b\u4e00\u4e0b\u7f8e\u5973\u590d\u539f.jpg<br \/>\n\u53bb\u566a\u7ed3\u679c \u5b8c\u6574\u4ee3\u7801 \u6587\u7ae0\u5e95\u90e8\u63a8\u5e7f\u83b7\u53d6<br \/>\n\u8be5\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u56fe\u50cf\u6062\u590d\u4efb\u52a1\u4e2d\u5f15\u5165\u4e86\u4e00\u4e2a\u591a\u9636\u6bb5\u67b6\u6784&#xff0c;\u53ef\u4ee5\u6709\u6548\u5e73\u8861\u7a7a\u95f4\u7ec6\u8282\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u9010\u6b65\u5b66\u4e60\u7834\u635f\u8f93\u5165\u7684\u6062\u590d\u51fd\u6570&#xff0c;\u5e76\u901a\u8fc7\u591a\u4e2a\u9636\u6bb5\u7684\u4fe1\u606f\u4ea4\u6d41\u6765\u5b9e\u73b0\u66f4\u597d\u7684\u6062\u590d\u6548\u679c\u3002 \u53bb\u6a21\u7cca\u7ed3\u679c<br \/>\n\u5177\u4f53\u800c\u8a00&#xff0c;\u8be5<\/p>\n","protected":false},"author":2,"featured_media":73750,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7767,7768,7770,7771,7769,50,86],"topic":[],"class_list":["post-73757","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-7767","tag-7768","tag-7770","tag-7771","tag-7769","tag-50","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4f53\u5316\u6a21\u578b\u56fe\u50cf\u53bb\u96e8+\u56fe\u50cf\u53bb\u566a+\u56fe\u50cf\u53bb\u6a21\u7cca\uff08\u4ee3\u7801+\u90e8\u7f72\u8fd0\u884c\u6559\u7a0b\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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