{"id":40691,"date":"2025-05-30T07:17:31","date_gmt":"2025-05-29T23:17:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/40691.html"},"modified":"2025-05-30T07:17:31","modified_gmt":"2025-05-29T23:17:31","slug":"%e3%80%90%e4%bf%9d%e5%a7%86%e7%ba%a7%e6%95%99%e7%a8%8b%e5%9c%a8featurize%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%a4%8d%e7%8e%b0mobilenetv3%e5%88%86%e5%89%b2%e4%bb%a3%e7%a0%81%e3%80%91%ef%bc%88%e5%8c%85","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/40691.html","title":{"rendered":"\u3010\u4fdd\u59c6\u7ea7\u6559\u7a0b|\u5728Featurize\u670d\u52a1\u5668\u590d\u73b0MobilenetV3\u5206\u5272\u4ee3\u7801\u3011\uff08\u5305\u6210\u529f\uff09\uff08\u8fdc\u7a0b\u670d\u52a1\u5668\u90e8\u7f72\uff09\uff08\u5c0f\u767d\u5fc5\u770b\uff09\uff08\u6df1\u5ea6\u5b66\u4e60\u5fc5\u5907\uff09"},"content":{"rendered":"<p>\u76ee\u5f55<\/p>\n<p style=\"margin-left:0px\">1. Featurize\u8fdc\u7a0b\u670d\u52a1\u5668<\/p>\n<p style=\"margin-left:40px\">1.1\u00a0\u670d\u52a1\u5668\u663e\u5361\u79df\u501f<\/p>\n<p style=\"margin-left:40px\">1.2\u00a0\u4e0a\u4f20\u6570\u636e\u96c6\u548c\u6e90\u7801<\/p>\n<p style=\"margin-left:40px\">1.3\u00a0 \u914d\u7f6e\u8fd0\u884c\u73af\u5883<\/p>\n<p style=\"margin-left:0px\">2.\u00a0\u590d\u73b0\u4ee3\u7801\u00a0<\/p>\n<p style=\"margin-left:40px\">2.1\u00a0\u66f4\u6539\u8def\u5f84<\/p>\n<p style=\"margin-left:40px\">2.2\u00a0\u8fd0\u884cMobilenetV3\u4ee3\u7801<\/p>\n<p style=\"margin-left:40px\">\u00a02.3\u00a0\u4fdd\u5b58\u8bad\u7ec3\u7ed3\u679c<\/p>\n<p style=\"margin-left:0px\">3.\u00a0\u603b\u7ed3\u00a0<\/p>\n<hr \/>\n<h2>\u6700\u8fd1\u6709\u5f88\u591a\u5c0f\u4f19\u4f34\u63d0\u5230\u4e86\u5c31\u662f\u81ea\u5df1\u5728\u590d\u73b0\u4e00\u4e9b\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u65f6&#xff0c;\u4f1a\u9047\u89c1\u663e\u5b58\u4e0d\u591f\u7528&#xff0c;\u6216\u8005\u8bad\u7ec3\u65f6\u95f4\u8fc7\u957f\u7b49\u95ee\u9898\u3002\u7531\u4e8e\u672c\u4eba\u6700\u8fd1\u5728\u505a\u5f88\u591a\u4e0d\u540c\u5206\u5272\u6a21\u578b\u7684\u5bf9\u6bd4\u5b9e\u9a8c&#xff0c;\u4e5f\u662f\u9700\u8981\u8f83\u5927\u7684\u663e\u5b58\u548c\u8fd0\u7b97\u901f\u5ea6&#xff0c;\u56e0\u6b64\u672c\u671f\u6587\u7ae0\u7ed9\u5927\u5bb6\u63d0\u4f9b\u4e00\u4e2a\u53ef\u4ee5\u8fdc\u7a0b\u79df\u501f\u5927\u663e\u5b58\u670d\u52a1\u5668\u5e76\u590d\u73b0\u4ee3\u7801\u7684\u6559\u7a0b\u3002<\/h2>\n<h4>\u672c\u671f\u4ee5\u8f83\u4e3a\u5e38\u89c1\u7684MobilenetV3\u5206\u5272\u6a21\u578b\u4e3a\u4f8b&#xff0c;\u4e3a\u5927\u5bb6\u4ece\u96f6\u5f00\u59cb\u5728Featurize\u590d\u73b0\u8be5\u4ee3\u7801\u63d0\u4f9b\u6559\u7a0b&#xff0c;\u540e\u7eed\u8fd8\u4f1a\u66f4\u65b0\u5176\u4ed6\u6a21\u578b\u7684\u590d\u73b0\u6559\u7a0b&#xff0c;\u5927\u5bb6\u6709\u60f3\u770b\u7684\u6a21\u578b\u6559\u7a0b\u4e5f\u53ef\u4ee5\u5728\u8bc4\u8bba\u533a\u7559\u8a00&#xff0c;\u5e0c\u671b\u5927\u5bb6\u591a\u591a\u5173\u6ce8&#xff0c;\u591a\u591a\u70b9\u8d5e&#xff01;&#xff01;&#xff01;&#xff01;<\/h4>\n<h2>1. Featurize\u8fdc\u7a0b\u670d\u52a1\u5668<\/h2>\n<h3>1.1\u00a0\u670d\u52a1\u5668\u663e\u5361\u79df\u501f<\/h3>\n<p>\u9996\u5148\u5927\u5bb6\u5148\u767b\u5f55Featurize\u7684\u5b98\u65b9\u7f51\u7ad9&#xff0c;\u7136\u540e\u8fdb\u5165\u754c\u9762\u540e\u8fdb\u884c\u6ce8\u518c<\/p>\n<p>Featurize\u5b98\u7f51<\/p>\n<p>\u70b9\u51fb\u8fdb\u5165\u540e\u5728\u53f3\u4e0a\u89d2\u6ce8\u518c\u8d26\u53f7\u7136\u540e\u767b\u5f55\u5c31\u884c&#xff0c;\u767b\u9646\u6210\u529f\u540e\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231723-6838eb0372fba.png\" \/><\/p>\n<p>\u7136\u540e\u5927\u5bb6\u6839\u636e\u81ea\u5df1\u6240\u9700\u8981\u7684\u914d\u7f6e\u9009\u62e9\u81ea\u5df1\u5408\u9002\u7684\u663e\u5361\u8fdb\u884c\u79df\u501f\u5373\u53ef&#xff0c;\u6211\u8fd9\u9762\u5148\u79df\u501f\u4e86\u4e00\u5f20RTX A4000\u663e\u5361\u7528\u4e8e\u7ed9\u5927\u5bb6\u6f14\u793a<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231724-6838eb0452875.png\" \/><\/p>\n<p>\u8fd9\u91cc\u9762\u7684\u663e\u5b58\u662f16GB&#xff0c;\u57fa\u672c\u53ef\u4ee5\u7528\u6765\u590d\u73b0\u5f88\u591a\u7684\u4ee3\u7801&#xff0c;\u5927\u5bb6\u6700\u597d\u4e5f\u662f\u6839\u636e\u81ea\u5df1\u6240\u9700\u663e\u5b58\u5927\u5c0f\u53bb\u79df\u501f\u670d\u52a1\u5668\u3002<\/p>\n<p>\u70b9\u51fb\u8be5\u663e\u5361\u4e4b\u540e&#xff0c;\u5927\u5bb6\u9009\u62e9App\u63a8\u8350\u7684\u955c\u50cf\u5373\u53ef&#xff0c;\u7136\u540e\u9009\u62e9\u5f00\u59cb\u4f7f\u7528\u00a0<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231724-6838eb0469747.png\" \/><\/p>\n<p>\u00a0\u7136\u540e\u7a0d\u5fae\u7b49\u5f85\u4e00\u4f1a\u4e4b\u540e&#xff0c;\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u8be5\u663e\u5361\u4e86&#xff0c;\u5927\u5bb6\u70b9\u51fb\u6253\u5f00\u5de5\u4f5c\u533a\u540e&#xff0c;\u5f00\u59cb\u4f7f\u7528\u8be5\u663e\u5361<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231724-6838eb04e76b7.png\" \/><\/p>\n<p>\u6253\u5f00\u540e\u662f\u4e00\u4e0b\u754c\u9762\u5c31\u8868\u660e\u79df\u501f\u6210\u529f<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231725-6838eb0537e50.png\" \/><\/p>\n<h3>1.2\u00a0\u4e0a\u4f20\u6570\u636e\u96c6\u548c\u6e90\u7801<\/h3>\n<p>\u00a0\u5927\u5bb6\u73b0\u5728\u5c31\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684\u6570\u636e\u96c6\u548c\u6e90\u7801\u8fdb\u884c\u4e0a\u4f20\u4e86&#xff0c;\u8fd9\u91cc\u6211\u4e2a\u4eba\u5efa\u8bae\u662f\u5148\u4e0a\u4f20\u5230\u8be5\u5e73\u53f0\u7684\u4e91\u7aef&#xff0c;\u7136\u540e\u76f4\u63a5\u4e0a\u4f20\u81f3\u670d\u52a1\u5668&#xff08;\u5982\u679c\u6570\u636e\u96c6\u6bd4\u8f83\u5927\u7684\u8bdd&#xff09;&#xff0c;\u5982\u679c\u6570\u636e\u96c6\u4e0d\u7b97\u5927\u7684\u8bdd\u6b63\u5e38\u4e0a\u4f20\u4e5f\u884c&#xff0c;\u4e0d\u4f1a\u5f88\u5360\u7528\u65f6\u95f4&#xff0c;\u5927\u5bb6\u70b9\u51fb\u6570\u636e\u96c6<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231725-6838eb05c5e08.png\" \/><\/p>\n<p>\u7136\u540e\u70b9\u51fb\u521b\u5efa\u6570\u636e\u96c6&#xff0c;\u5c31\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u4e86<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231726-6838eb063e9d8.png\" \/><\/p>\n<p>\u521b\u5efa\u5b8c\u6210\u4e4b\u540e\u5c31\u4f1a\u663e\u793a\u5728\u8be5\u754c\u9762\u4e0b\u65b9&#xff0c;\u4e0a\u4f20\u5b8c\u6bd5\u540e\u5927\u5bb6\u70b9\u51fb\u53f3\u8fb9\u7684\u67e5\u770b<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231726-6838eb06a7647.png\" \/><\/p>\n<p>\u7136\u540e\u70b9\u51fb\u590d\u5236\u5b9e\u4f8b\u4e0b\u8f7d\u6309\u94ae<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231726-6838eb06d53e1.png\" \/><\/p>\n<p>\u590d\u5236\u6210\u529f\u4e4b\u540e&#xff0c;\u54b1\u4eec\u56de\u5230\u7b2c\u4e00\u6b65\u4e2d\u7684\u5b9e\u4f8b\u533a&#xff0c;\u4e5f\u5c31\u662f\u6211\u4eec\u521a\u79df\u501f\u7684\u663e\u5361\u754c\u9762&#xff0c;\u7136\u540e\u70b9\u51fb\u7ec8\u7aef<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231727-6838eb079132f.png\" \/><\/p>\n<p>\u6253\u5f00\u7ec8\u7aef\u4e4b\u540e&#xff0c;\u5927\u5bb6\u5c06\u521a\u590d\u5236\u7684\u6570\u636e\u96c6\u547d\u4ee4\u7c98\u8d34\u5230\u8be5\u7ec8\u7aef\u540e\u8fd0\u884c&#xff0c;\u5c31\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684\u6570\u636e\u96c6\u4f20\u5165\u521a\u79df\u501f\u7684\u7535\u8111\u4e2d\u4e86&#xff0c;\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762\u8868\u793a\u4e0a\u4f20\u6210\u529f&#xff0c;\u5de6\u4e0a\u89d2\u4e5f\u4f1a\u663e\u793a\u54b1\u4eec\u7684\u6570\u636e\u96c6\u538b\u7f29\u5305<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231728-6838eb083403c.png\" \/><\/p>\n<p>\u7136\u540e\u5927\u5bb6\u590d\u5236\u81ea\u5df1\u538b\u7f29\u5305\u7684\u540d\u79f0&#xff0c;\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4\u53bb\u89e3\u538b\u538b\u7f29\u5305<\/p>\n<p>unzip data_dataset_voc <\/p>\n<p>\u8fd9\u91cc\u7531\u4e8e\u6211\u7684\u538b\u7f29\u5305\u540d\u79f0\u662fdata_dataset_voc\u00a0&#xff0c;\u6240\u4ee5\u662f\u8be5\u6307\u4ee4&#xff0c;\u5927\u5bb6\u8bb0\u5f97\u5c06\u540d\u79f0\u6539\u6210\u81ea\u5df1\u538b\u7f29\u5305\u7684\u540d\u79f0\u3002<\/p>\n<p>\u5927\u5bb6\u8f93\u5165\u547d\u4ee4\u4e4b\u540e\u56de\u8f66&#xff0c;\u5c31\u53ef\u4ee5\u770b\u5230\u538b\u7f29\u5305\u5f00\u59cb\u89e3\u538b&#xff0c;\u89e3\u538b\u597d\u4e4b\u540e\u5de6\u8fb9\u7684\u9879\u76ee\u533a\u4e5f\u53ef\u4ee5\u770b\u5230<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231728-6838eb08afdca.png\" \/><\/p>\n<p>\u7136\u540e\u4e0a\u4f20\u6e90\u7801\u90e8\u5206\u7684\u8bdd&#xff0c;\u5927\u5bb6\u53ef\u4ee5\u5c06\u6e90\u7801\u76f4\u63a5\u6253\u6210\u538b\u7f29\u5305&#xff0c;\u7136\u540e\u62c9\u8fdb\u5de6\u8fb9\u5de5\u4f5c\u533a\u5373\u53ef&#xff0c;\u56e0\u4e3a\u6e90\u7801\u4e00\u822c\u90fd\u6bd4\u8f83\u5c0f&#xff0c;\u6240\u4ee5\u76f4\u63a5\u62c9\u8fdb\u6765\u5c31\u884c&#xff08;\u9700\u8981\u6211\u7684\u8bad\u7ec3\u4ee3\u7801\u7684\u53ef\u4ee5\u8bc4\u8bba\u533a\u7559\u8a00&#xff09;<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231729-6838eb096254d.png\" \/><\/p>\n<p>\u62c9\u8fdb\u6765\u4e4b\u540e\u548c\u4e0a\u9762\u7684\u64cd\u4f5c\u4e00\u6837&#xff0c;\u4f9d\u65e7\u662f\u89e3\u538b\u5373\u53ef&#xff0c;\u8fd9\u91cc\u6211\u5c31\u4e0d\u91cd\u590d\u8bb2\u89e3\u4e86\u00a0<\/p>\n<h3>1.3\u00a0 \u914d\u7f6e\u8fd0\u884c\u73af\u5883<\/h3>\n<p>\u7d27\u63a5\u7740\u54b1\u4eec\u5f00\u59cb\u914d\u7f6e\u8fd0\u884c\u73af\u5883&#xff0c;\u7ee7\u7eed\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4&#xff0c;\u7136\u540e\u8fd0\u884c<\/p>\n<p>conda create -n mmseg python&#061;3.8 <\/p>\n<p>\u00a0\u8fd9\u91cc\u7684mmseg\u662f\u6211\u7684\u73af\u5883\u540d\u79f0&#xff0c;\u5927\u5bb6\u4e5f\u53ef\u4ee5\u6362\u6210\u81ea\u5df1\u7684&#xff0c;\u5f53\u7136&#xff0c;\u76f4\u63a5\u7528\u6211\u8fd9\u4e2a\u6307\u4ee4\u4e5f\u6ca1\u95ee\u9898\u7684<\/p>\n<p>\u4e2d\u9014\u8bb0\u5f97\u8f93\u5165y\u4e4b\u540e\u8ba9\u5176\u7ee7\u7eed\u521b\u5efa\u73af\u5883&#xff0c;\u521b\u5efa\u5b8c\u6210\u4e4b\u540e\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231729-6838eb099b311.png\" \/><\/p>\n<p>\u7136\u540e\u5927\u5bb6\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4\u53bb\u6fc0\u6d3b\u73af\u5883<\/p>\n<p>conda activate mmseg <\/p>\n<p>\u00a0\u8fd9\u91cc\u7684\u540d\u79f0\u5982\u679c\u4e4b\u524d\u521b\u5efa\u7684\u65f6\u5019\u6ca1\u6709\u7528mmseg\u7684\u8bdd&#xff0c;\u5c31\u6362\u6210\u81ea\u5df1\u73af\u5883\u7684\u540d\u79f0\u6fc0\u6d3b\u5373\u53ef&#xff0c;\u6fc0\u6d3b\u6210\u529f\u4e4b\u540e\u662f\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231729-6838eb09ba2fc.png\" \/><\/p>\n<p>\u00a0\u4e0b\u4e00\u6b65&#xff0c;\u5927\u5bb6\u8f93\u5165\u6211\u7684\u6307\u4ee4\u6765\u5f00\u59cb\u5b89\u88c5\u5305&#xff0c;\u8bb0\u4f4f&#xff0c;\u4e00\u5b9a\u5f97\u662f\u5728\u521a\u521b\u5efa\u7684\u73af\u5883\u4e2d\u5b89\u88c5&#xff0c;\u62ec\u53f7\u5185\u662f\u81ea\u5df1\u73af\u5883\u540d\u79f0\u5c31\u610f\u5473\u7740\u5728\u5f53\u524d\u73af\u5883<\/p>\n<p>\u9996\u5148\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4,\u7136\u540e\u8fd0\u884c<\/p>\n<p>pip install torch&#061;&#061;2.0.0 torchvision&#061;&#061;0.15.1 torchaudio&#061;&#061;2.0.1 &#8211;index-url https:\/\/download.pytorch.org\/whl\/cu118 <\/p>\n<p>\u8fd0\u884c\u4e4b\u540e\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762\u8868\u793a\u5b89\u88c5\u6210\u529f<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231729-6838eb09cdba1.png\" \/><\/p>\n<p>\u7136\u540e\u5927\u5bb6\u518d\u8f93\u5165\u4e0b\u9762\u6307\u4ee4<\/p>\n<p>pip install -U openmim -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple <\/p>\n<p>\u914d\u7f6e\u6210\u529f\u4e4b\u540e\u662f\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231730-6838eb0a064d2.png\" \/><\/p>\n<p>\u7136\u540e\u6211\u4eec\u7ee7\u7eed\u914d\u7f6e\u73af\u5883&#xff0c;\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4\u00a0<\/p>\n<p>mim install mmengine -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple <\/p>\n<p>\u914d\u7f6e\u6210\u529f\u4e4b\u540e\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231730-6838eb0a2c020.png\" \/><\/p>\n<p>\u7d27\u63a5\u7740\u7ee7\u7eed\u914d\u7f6e\u73af\u5883&#xff0c;\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4<\/p>\n<p>mim install &#034;mmcv&#061;&#061;2.1.0&#034; -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple <\/p>\n<p>\u914d\u7f6e\u6210\u529f\u4e4b\u540e\u662f\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231730-6838eb0a557a9.png\" \/><\/p>\n<p>\u00a0\u56e0\u4e3a\u6211\u8fd9\u8fb9\u7528\u7684\u662fmmseg\u7684\u4ee3\u7801\u6846\u67b6&#xff0c;\u5927\u5bb6\u63a5\u4e0b\u6765\u7684\u6b65\u9aa4\u6700\u597d\u8fd8\u662f\u4e00\u6b65\u6b65\u6309\u7167\u6211\u7684\u6765&#xff0c;\u7136\u540e\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4<\/p>\n<p>cd mmsegmentation-1.2.2\/configs <\/p>\n<p>\u6210\u529f\u4e4b\u540e\u662f\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250529231730-6838eb0a8e53a.png\" \/><\/p>\n<p>\u7d27\u63a5\u7740\u5927\u5bb6\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4<\/p>\n<p>cd .. <\/p>\n<p>\u00a0\u8fd0\u884c\u4e4b\u540e\u662f\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30j0qpvtsnxbi.png\" \/><\/p>\n<p>\u7136\u540e\u8f93\u5165\u4ee5\u4e0b\u8fd0\u884c\u6307\u4ee4<\/p>\n<p>pip install -v -e . <\/p>\n<p>\u8fd0\u884c\u6210\u529f\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30lk03qr3bwxs.png\" \/><\/p>\n<p>\u81f3\u6b64&#xff0c;\u73af\u5883\u914d\u7f6e\u90e8\u5206\u5c31\u7ed3\u675f\u4e86<\/p>\n<h2>2.\u00a0\u590d\u73b0\u4ee3\u7801\u00a0<\/h2>\n<h3>2.1\u00a0\u66f4\u6539\u8def\u5f84<\/h3>\n<p>\u5927\u5bb6\u9700\u8981\u5c06\u5bf9\u5e94\u7684\u8def\u5f84\u90fd\u5148\u5168\u90e8\u66f4\u6539\u4e3a\u81ea\u5df1\u521a\u4e0a\u4f20\u6570\u636e\u96c6\u7684\u8def\u5f84&#xff0c;\u96c6\u4f53\u6b65\u9aa4\u5982\u4e0b&#xff0c;\u4f9d\u6b21\u6253\u5f00\u4ee5\u4e0b\u6587\u4ef6\u5939<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30dbpvbpetrzx.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30xaztqyx3jse.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30x2uup4vocrg.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30ogxdfv4mscp.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30zcoaa1suqei.png\" \/><\/p>\n<p>\u56e0\u4e3a\u6211\u7528\u7684\u662fvoc\u683c\u5f0f\u7684\u6570\u636e\u96c6&#xff0c;\u6240\u4ee5\u6253\u5f00\u8be5\u6587\u4ef6&#xff0c;\u6253\u5f00\u4e4b\u540e\u6211\u4eec\u5728\u4ee5\u4e0b\u5730\u65b9\u4fee\u6539\u6211\u4eec\u6570\u636e\u96c6\u7684\u8def\u5f84&#xff0c;\u5176\u4e2ddata_dataset_voc\u662f\u6211\u6570\u636e\u96c6\u6587\u4ef6\u5939\u7684\u540d\u79f0&#xff0c;\u5927\u5bb6\u6539\u6210\u81ea\u5df1\u7684<\/p>\n<p>data_root &#061; &#039;\/home\/featurize\/data_dataset_voc\/&#039; <\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30bxctejqz5xd.png\" \/><\/p>\n<p>\u00a0\u5927\u5bb6\u6ce8\u610f&#xff0c;\u8fd9\u4e2a\u7684\u524d\u63d0\u4e00\u5b9a\u662f\u81ea\u5df1\u6570\u636e\u96c6\u662fvoc\u683c\u5f0f&#xff0c;\u5982\u679c\u662f\u5176\u4ed6\u683c\u5f0f\u7c7b\u578b\u7684\u8bdd\u5c31\u5728\u8fd9\u4e2a\u6587\u4ef6\u5939\u4e2d\u627e\u5230\u81ea\u5df1\u683c\u5f0f\u7136\u540e\u8fdb\u884c\u4fee\u6539&#xff0c;\u6211\u7684\u662f\u6807\u51c6voc\u683c\u5f0f&#xff0c;\u56e0\u6b64\u53ea\u9700\u6539\u7b2c\u4e00\u4e2a\u8def\u5f84\u5373\u53ef<\/p>\n<p>\u5927\u5bb6\u5728\u4ee5\u4e0b\u8def\u5f84\u6587\u4ef6\u4e2d\u6253\u5f00\u540e\u66f4\u6539\u4e00\u4e0b\u81ea\u5df1\u7684\u76ee\u6807\u548c\u80cc\u666f<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30vbk1o2c0sva.png\" \/><\/p>\n<h3>2.2\u00a0\u8fd0\u884cMobilenetV3\u4ee3\u7801<\/h3>\n<p>\u6211\u4eec\u5728\u4ee5\u4e0b\u8def\u5f84\u4e2d\u627e\u5230MobilenetV3\u7684\u914d\u7f6e\u4ee3\u7801\u5e76\u6253\u5f00\u00a0<\/p>\n<p>\u00a0mmsegmentation-1.2.2\/configs\/mobilenet_v3\/mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512&#215;1024.py<\/p>\n<p>\u4e0a\u9762\u8fd9\u4e2a\u662f\u8def\u5f84&#xff0c;\u5927\u5bb6\u4ed4\u7ec6\u627e\u627e\u5c31\u53ef\u4ee5\u627e\u5230<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-3003ir3d3hhw1.png\" \/><\/p>\n<p>\u6253\u5f00\u4e4b\u540e\u5927\u5bb6\u5bf9\u4ee5\u4e0b\u5730\u65b9\u8fdb\u884c\u4fee\u6539<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30m5revlts0on.png\" \/><\/p>\n<p>\u00a0\u5c06\u8fd9\u4e2a\u5730\u65b9\u4fee\u6539\u4e3a\u81ea\u5df1\u6570\u636e\u96c6\u8def\u5f84&#xff0c;\u7136\u540e\u56fe\u7247\u8f93\u5165\u5c3a\u5bf8\u4fee\u6539\u4e3a\u81ea\u5df1\u6570\u636e\u96c6\u7684\u5c3a\u5bf8<\/p>\n<p>\u7136\u540e\u5982\u679c\u6709\u9700\u8981\u7684\u540c\u5b66\u53ef\u4ee5\u5728\u4ee5\u4e0b\u8def\u5f84\u4fee\u6539\u81ea\u5df1\u7684\u8bad\u7ec3\u8f6e\u6570&#xff0c;\u5177\u4f53\u8def\u5f84\u5982\u4e0b<\/p>\n<p>mmsegmentation-1.2.2\/configs\/_base_\/schedules\/schedule_20k.py<\/p>\n<p>\u00a0\u5728\u4ee5\u4e0b\u90e8\u5206\u4fee\u6539<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30uinr2tkri2h.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30sdax1pxzquk.png\" \/><\/p>\n<p>\u7136\u540e\u5728\u4e0a\u65b9\u4fee\u6539\u4e3a20k\u5373\u53ef\u00a0<\/p>\n<p>\u63a5\u4e0b\u6765\u590d\u5236\u4ee5\u4e0b\u8bad\u7ec3\u547d\u4ee4&#xff0c;\u7136\u540e\u5728\u7ec8\u7aef\u8fd0\u884c&#xff0c;\u5373\u53ef\u5f00\u59cb\u8bad\u7ec3<\/p>\n<p>\u7136\u540e\u5927\u5bb6\u5728mmsegmentation-1.2.2\u7684\u6587\u4ef6\u5939\u4e2d\u70b9\u51fb&#043;\u7684\u6309\u94ae<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30bd41b5ykxlq.png\" \/><\/p>\n<p>\u00a0\u70b9\u51fb\u540e&#xff0c;\u8fdb\u5165\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30klzs2koaonw.png\" \/><\/p>\n<p>\u7136\u540e\u5728\u7ec8\u7aef\u8f93\u5165\u4ee5\u4e0b\u6307\u4ee4&#xff0c;\u8fdb\u5165\u865a\u62df\u73af\u5883<\/p>\n<p>conda activate mmseg <\/p>\n<p>\u8fdb\u5165\u540e\u8f93\u5165\u6211\u4eec\u7684\u8bad\u7ec3\u6307\u4ee4<\/p>\n<p>python tools\/train.py configs\/mobilenet_v3\/mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512&#215;1024.py <\/p>\n<p>\u7136\u540e\u51fa\u73b0\u4ee5\u4e0b\u8bad\u7ec3\u7ed3\u679c&#xff0c;\u590d\u73b0\u6210\u529f<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30pbxrqugwitu.png\" \/><\/p>\n<h3>\u00a02.3\u00a0\u4fdd\u5b58\u8bad\u7ec3\u7ed3\u679c<\/h3>\n<p>\u00a0\u8bad\u7ec3\u7ed3\u675f\u540e\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u754c\u9762<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30kq1unebpkyc.png\" \/><\/p>\n<p>\u6211\u4eec\u5728\u4ee5\u4e0b\u8def\u5f84\u4e2d\u627e\u5230\u5bf9\u5e94\u7684\u8bad\u7ec3\u7ed3\u679c\u8fdb\u884c\u4e0b\u8f7d<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30i5y1t0kqt2y.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30uaavtnpc55t.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30eumtbqwt3cx.png\" \/><\/p>\n<p>\u8fd9\u4e2a\u91cc\u9762\u7684\u5185\u5bb9\u5c31\u662f\u521a\u624d\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684&#xff0c;\u6253\u5f00\u4e4b\u540e\u5c31\u6709\u4ee5\u4e0b\u6587\u4ef6&#xff0c;\u6743\u91cd\u6587\u4ef6\u8fd9\u4e9b\u90fd\u662f\u53ef\u4ee5\u76f4\u63a5\u53f3\u952e\u7136\u540e\u4e0b\u8f7d\u7684&#xff0c;\u6587\u4ef6\u5939\u7684\u8bdd\u5927\u5bb6\u53ef\u4ee5\u53f3\u952e\u538b\u7f29\u4e3a\u538b\u7f29\u5305\u4e4b\u540e&#xff0c;\u7136\u540e\u4e0b\u8f7d\u538b\u7f29\u5305\u5373\u53ef\u00a0<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30e1a1tgfcolg.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2025-05-30tapoad103ek.png\" 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