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\/>\n<h3>2. \u4e00\u952e\u90e8\u7f72YOLOv9\u8bad\u7ec3\u73af\u5883&#xff1a;5\u5206\u949f\u641e\u5b9a<\/h3>\n<h4>2.1 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CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a<\/li>\n<li>\u5728\u641c\u7d22\u6846\u8f93\u5165\u201cYOLO\u201d\u6216\u201c\u76ee\u6807\u68c0\u6d4b\u201d<\/li>\n<li>\u6d4f\u89c8\u7ed3\u679c\u5217\u8868&#xff0c;\u5bfb\u627e\u5e26\u6709\u201cUltralytics\u201d\u3001\u201cYOLOv8\/v9\u201d\u3001\u201cPyTorch &#043; CUDA\u201d\u6807\u7b7e\u7684\u955c\u50cf<\/li>\n<li>\u67e5\u770b\u955c\u50cf\u8be6\u60c5\u9875&#xff0c;\u786e\u8ba4\u662f\u5426\u5305\u542b\u4ee5\u4e0b\u7ec4\u4ef6&#xff1a;\n<ul>\n<li>PyTorch 2.0&#043;<\/li>\n<li>CUDA 11.8 \u6216 12.1<\/li>\n<li>Ultralytics \u5e93&#xff08;\u6700\u65b0\u7248&#xff09;<\/li>\n<li>\u5e38\u7528\u5de5\u5177&#xff1a;OpenCV\u3001NumPy\u3001Pandas\u3001Jupyter Lab<\/li>\n<\/ul>\n<\/li>\n<p>\u4f60\u4f1a\u53d1\u73b0&#xff0c;\u6709\u4e9b\u955c\u50cf\u8fd8\u989d\u5916\u96c6\u6210\u4e86ComfyUI\u3001Label Studio\u7b49\u53ef\u89c6\u5316\u5de5\u5177&#xff0c;\u65b9\u4fbf\u4f60\u540e\u7eed\u505a\u6570\u636e\u6807\u6ce8\u548c\u7ed3\u679c\u5c55\u793a\u3002\u9009\u62e9\u4e00\u4e2a\u8bc4\u4ef7\u9ad8\u3001\u66f4\u65b0\u9891\u7e41\u7684\u955c\u50cf\u5373\u53ef\u3002<\/p>\n<p>\u26a0\ufe0f \u6ce8\u610f&#xff1a;\u867d\u7136\u6807\u9898\u63d0\u5230YOLOv9&#xff0c;\u4f46\u76ee\u524d\u516c\u5f00\u955c\u50cf\u5927\u591a\u57fa\u4e8eUltralytics\u5b98\u65b9\u53d1\u5e03\u7684YOLOv8\u4ee3\u7801\u5e93&#xff08;\u8be5\u5e93\u5df2\u652f\u6301YOLOv9&#xff09;\u3002\u8fd9\u662f\u56e0\u4e3aYOLOv9\u5e76\u975eUltralytics\u5b98\u65b9\u7248\u672c&#xff0c;\u800c\u662f\u793e\u533a\u6539\u8fdb\u578b\u3002\u4e0d\u8fc7\u6ca1\u5173\u7cfb&#xff0c;\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5347\u7ea7ultralytics\u5305\u6765\u542f\u7528YOLOv9\u67b6\u6784\u3002<\/p>\n<h4>2.2 \u4e00\u952e\u542f\u52a8&#xff1a;\u9009\u62e9\u5408\u9002\u7684GPU\u89c4\u683c<\/h4>\n<p>\u9009\u597d\u955c\u50cf\u540e&#xff0c;\u4e0b\u4e00\u6b65\u5c31\u662f\u521b\u5efa\u5b9e\u4f8b\u3002\u8fd9\u91cc\u7684\u5173\u952e\u662f\u5408\u7406\u9009\u62e9GPU\u7c7b\u578b\u548c\u8d44\u6e90\u914d\u7f6e&#xff0c;\u65e2\u4fdd\u8bc1\u8bad\u7ec3\u6548\u7387&#xff0c;\u53c8\u907f\u514d\u8fc7\u5ea6\u6d88\u8d39\u3002<\/p>\n<p>CSDN\u5e73\u53f0\u901a\u5e38\u63d0\u4f9b\u591a\u79cdGPU\u9009\u9879&#xff0c;\u5e38\u89c1\u7684\u6709&#xff1a;<\/p>\n<table>\n<tr>GPU\u578b\u53f7\u663e\u5b58\u5927\u5c0f\u9002\u7528\u573a\u666f\u6bcf\u5c0f\u65f6\u53c2\u8003\u4ef7\u683c<\/tr>\n<tbody>\n<tr>\n<td>T4<\/td>\n<td>16GB<\/td>\n<td>\u4e2d\u5c0f\u6a21\u578b\u8bad\u7ec3\u3001\u5165\u95e8\u7ea7\u63a8\u7406<\/td>\n<td>\u00a53&#xff5e;\u00a54<\/td>\n<\/tr>\n<tr>\n<td>A10<\/td>\n<td>24GB<\/td>\n<td>\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u6279\u91cf\u63a8\u7406<\/td>\n<td>\u00a55&#xff5e;\u00a56<\/td>\n<\/tr>\n<tr>\n<td>A100<\/td>\n<td>40GB\/80GB<\/td>\n<td>\u8d85\u5927\u89c4\u6a21\u8bad\u7ec3\u3001\u79d1\u7814\u7528\u9014<\/td>\n<td>\u00a515&#043;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bf9\u4e8e\u6211\u4eec\u8fd9\u4e2a\u667a\u80fd\u76d1\u63a7\u9879\u76ee&#xff0c;YOLOv9-medium\u7ea7\u522b\u6a21\u578b\u5728batch size&#061;16\u65f6&#xff0c;\u663e\u5b58\u5360\u7528\u7ea6\u4e3a10&#xff5e;12GB\u3002\u56e0\u6b64&#xff0c;T4\u6216A10\u90fd\u662f\u7406\u60f3\u9009\u62e9&#xff0c;\u65e2\u80fd\u6ee1\u8db3\u9700\u6c42&#xff0c;\u53c8\u4e0d\u4f1a\u6d6a\u8d39\u8d44\u6e90\u3002<\/p>\n<p>\u5efa\u8bae\u9996\u6b21\u5c1d\u8bd5\u65f6\u9009\u62e9T4\u5b9e\u4f8b&#xff0c;\u6027\u4ef7\u6bd4\u6700\u9ad8\u3002\u5982\u679c\u53d1\u73b0\u8bad\u7ec3\u901f\u5ea6\u592a\u6162&#xff08;\u6bd4\u5982\u6bcf\u8f6e\u8d85\u8fc730\u5206\u949f&#xff09;&#xff0c;\u518d\u8003\u8651\u5347\u7ea7\u5230A10\u3002<\/p>\n<p>\u521b\u5efa\u5b9e\u4f8b\u65f6\u8fd8\u9700\u6ce8\u610f\u4ee5\u4e0b\u51e0\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u7cfb\u7edf\u76d8&#xff1a;\u5efa\u8bae\u9009\u62e950GB\u4ee5\u4e0aSSD&#xff0c;\u7528\u4e8e\u5b58\u653e\u64cd\u4f5c\u7cfb\u7edf\u548c\u7f13\u5b58\u6587\u4ef6<\/li>\n<li>\u6570\u636e\u76d8&#xff1a;\u53ef\u989d\u5916\u6302\u8f7d100&#xff5e;200GB\u7684\u6570\u636e\u76d8&#xff0c;\u4e13\u95e8\u5b58\u653e\u8bad\u7ec3\u6570\u636e\u96c6<\/li>\n<li>\u516c\u7f51IP&#xff1a;\u52fe\u9009\u201c\u5206\u914d\u516c\u7f51IP\u201d&#xff0c;\u4fbf\u4e8e\u540e\u7eed\u4e0a\u4f20\u6570\u636e\u548c\u8fdc\u7a0b\u8bbf\u95ee<\/li>\n<li>SSH\u767b\u5f55&#xff1a;\u8bbe\u7f6e\u597d\u5bc6\u94a5\u5bf9\u6216\u5bc6\u7801&#xff0c;\u786e\u4fdd\u80fd\u901a\u8fc7\u7ec8\u7aef\u8fde\u63a5<\/li>\n<\/ul>\n<p>\u70b9\u51fb\u201c\u7acb\u5373\u521b\u5efa\u201d\u540e&#xff0c;\u5e73\u53f0\u4f1a\u5728\u51e0\u5206\u949f\u5185\u5b8c\u6210\u5b9e\u4f8b\u521d\u59cb\u5316\u3002\u4f60\u53ef\u4ee5\u5728\u63a7\u5236\u53f0\u770b\u5230\u5b9e\u4f8b\u72b6\u6001\u53d8\u4e3a\u201c\u8fd0\u884c\u4e2d\u201d&#xff0c;\u5e76\u83b7\u53d6\u5230IP\u5730\u5740\u548c\u767b\u5f55\u4fe1\u606f\u3002<\/p>\n<h4>2.3 \u8fde\u63a5\u4e0e\u9a8c\u8bc1&#xff1a;\u68c0\u67e5\u73af\u5883\u662f\u5426\u6b63\u5e38<\/h4>\n<p>\u5b9e\u4f8b\u542f\u52a8\u540e&#xff0c;\u6253\u5f00\u7ec8\u7aef\u5de5\u5177&#xff08;\u5982Windows\u7684CMD\u3001macOS\u7684Terminal\u6216\u7b2c\u4e09\u65b9SSH\u5ba2\u6237\u7aef&#xff09;&#xff0c;\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u8fde\u63a5\u670d\u52a1\u5668&#xff1a;<\/p>\n<p>ssh username&#064;your_instance_ip<\/p>\n<p>\u9996\u6b21\u767b\u5f55\u53ef\u80fd\u9700\u8981\u63a5\u53d7\u5b89\u5168\u8bc1\u4e66&#xff0c;\u8f93\u5165\u5bc6\u7801\u6216\u5bfc\u5165\u79c1\u94a5\u5373\u53ef\u8fdb\u5165\u7cfb\u7edf\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u8981\u9a8c\u8bc1\u5173\u952e\u7ec4\u4ef6\u662f\u5426\u5b89\u88c5\u6b63\u786e\u3002\u4f9d\u6b21\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4&#xff1a;<\/p>\n<p># \u68c0\u67e5CUDA\u662f\u5426\u53ef\u7528<br \/>\nnvidia-smi<\/p>\n<p>\u4f60\u5e94\u8be5\u80fd\u770b\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n| NVIDIA-SMI 525.60.13    Driver Version: 525.60.13    CUDA Version: 12.0     |<br \/>\n|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;<br \/>\n| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |<br \/>\n| Fan  Temp  Perf  Pwr:Usage\/Cap|         Memory-Usage | GPU-Util  Compute M. |<br \/>\n|&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#043;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#043;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;|<br \/>\n|   0  Tesla T4            On   | 00000000:00:04.0 Off |                    0 |<br \/>\n| N\/A   45C    P0    28W \/  70W |   1234MiB \/ 15360MiB |      5%      Default |<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;<\/p>\n<p>\u91cd\u70b9\u5173\u6ce8\u201cCUDA Version\u201d\u548c\u201cMemory-Usage\u201d&#xff0c;\u786e\u8ba4CUDA\u7248\u672c\u5339\u914d\u4e14\u663e\u5b58\u672a\u88ab\u5360\u7528\u3002<\/p>\n<p>\u7136\u540e\u68c0\u67e5PyTorch\u662f\u5426\u80fd\u8bc6\u522bGPU&#xff1a;<\/p>\n<p>python -c &#034;import torch; print(f&#039;PyTorch\u7248\u672c: {torch.__version__}&#039;); print(f&#039;GPU\u53ef\u7528: {torch.cuda.is_available()}&#039;); print(f&#039;GPU\u6570\u91cf: {torch.cuda.device_count()}&#039;)&#034;<\/p>\n<p>\u9884\u671f\u8f93\u51fa&#xff1a;<\/p>\n<p>PyTorch\u7248\u672c: 2.1.0<br \/>\nGPU\u53ef\u7528: True<br \/>\nGPU\u6570\u91cf: 1<\/p>\n<p>\u6700\u540e\u9a8c\u8bc1Ultralytics\u5e93\u662f\u5426\u5b89\u88c5&#xff1a;<\/p>\n<p>pip show ultralytics<\/p>\n<p>\u5982\u679c\u4e00\u5207\u6b63\u5e38&#xff0c;\u4f60\u4f1a\u770b\u5230\u7248\u672c\u53f7&#xff08;\u5efa\u8bae\u22658.2.0&#xff09;&#xff0c;\u8bf4\u660e\u73af\u5883\u5df2\u7ecfready\u3002<\/p>\n<hr \/>\n<h3>3. \u6570\u636e\u51c6\u5907\u4e0e\u6a21\u578b\u8bad\u7ec3&#xff1a;\u9ad8\u6548\u5de5\u4f5c\u6d41\u5b9e\u6218<\/h3>\n<h4>3.1 \u51c6\u5907\u4f60\u7684\u6570\u636e\u96c6&#xff1a;\u683c\u5f0f\u89c4\u8303\u4e0e\u4e0a\u4f20\u6280\u5de7<\/h4>\n<p>YOLO\u8bad\u7ec3\u7684\u7b2c\u4e00\u6b65\u662f\u51c6\u5907\u597d\u6570\u636e\u96c6\u3002\u6807\u51c6\u7684YOLO\u6570\u636e\u683c\u5f0f\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>images\/ \u76ee\u5f55&#xff1a;\u5b58\u653e\u6240\u6709\u539f\u59cb\u56fe\u7247&#xff08;JPG\/PNG\u683c\u5f0f&#xff09;<\/li>\n<li>labels\/ \u76ee\u5f55&#xff1a;\u5b58\u653e\u5bf9\u5e94\u7684\u6807\u7b7e\u6587\u4ef6&#xff08;TXT\u683c\u5f0f&#xff0c;\u6bcf\u884c\u4e00\u4e2a\u7269\u4f53&#xff09;<\/li>\n<li>data.yaml \u6587\u4ef6&#xff1a;\u5b9a\u4e49\u7c7b\u522b\u540d\u79f0\u3001\u8bad\u7ec3\u96c6\/\u9a8c\u8bc1\u96c6\u8def\u5f84<\/li>\n<\/ul>\n<p>\u6807\u7b7e\u6587\u4ef6\u7684\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4e2a\u76ee\u6807&#xff0c;\u683c\u5f0f\u4e3a&#xff1a;<\/p>\n<p>&lt;class_id&gt; &lt;x_center&gt; &lt;y_center&gt; &lt;width&gt; &lt;height&gt;<\/p>\n<p>\u5176\u4e2d\u5750\u6807\u548c\u5c3a\u5bf8\u90fd\u662f\u76f8\u5bf9\u4e8e\u56fe\u50cf\u5bbd\u9ad8\u7684\u5f52\u4e00\u5316\u503c&#xff08;0&#xff5e;1&#xff09;\u3002<\/p>\n<p>\u5982\u679c\u4f60\u7684\u6570\u636e\u8fd8\u6ca1\u6709\u6807\u6ce8&#xff0c;\u63a8\u8350\u4f7f\u7528LabelImg\u6216CVAT\u8fd9\u7c7b\u5f00\u6e90\u5de5\u5177\u8fdb\u884c\u6807\u6ce8\u3002\u5b83\u4eec\u652f\u6301\u5bfc\u51fa\u4e3aYOLO\u683c\u5f0f&#xff0c;\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n<p>\u6570\u636e\u6574\u7406\u597d\u540e&#xff0c;\u5982\u4f55\u4e0a\u4f20\u5230\u4e91\u7aef\u5b9e\u4f8b&#xff1f;\u8fd9\u91cc\u6709\u51e0\u79cd\u65b9\u5f0f&#xff1a;<\/p>\n<p>\u65b9\u6cd5\u4e00&#xff1a;SCP\u547d\u4ee4&#xff08;\u63a8\u8350&#xff09;<\/p>\n<p>\u5728\u672c\u5730\u7ec8\u7aef\u6267\u884c&#xff1a;<\/p>\n<p>scp -r your_dataset_folder username&#064;your_instance_ip:\/home\/username\/<\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7a33\u5b9a\u53ef\u9760&#xff0c;\u9002\u5408\u4e2d\u5c0f\u578b\u6570\u636e\u96c6&#xff08;&lt;10GB&#xff09;\u3002<\/p>\n<p>\u65b9\u6cd5\u4e8c&#xff1a;\u538b\u7f29\u5305&#043;wget<\/p>\n<p>\u5148\u5c06\u6570\u636e\u6253\u5305&#xff1a;<\/p>\n<p>tar -czf dataset.tar.gz images\/ labels\/ data.yaml<\/p>\n<p>\u4e0a\u4f20\u5230\u7f51\u76d8\u6216\u5bf9\u8c61\u5b58\u50a8&#xff0c;\u83b7\u53d6\u4e0b\u8f7d\u94fe\u63a5&#xff0c;\u5728\u670d\u52a1\u5668\u4e0a\u6267\u884c&#xff1a;<\/p>\n<p>wget https:\/\/your-download-link.com\/dataset.tar.gz<br \/>\ntar -xzf dataset.tar.gz<\/p>\n<p>\u9002\u5408\u5927\u6587\u4ef6\u4f20\u8f93&#xff0c;\u907f\u514d\u672c\u5730\u7f51\u7edc\u6ce2\u52a8\u5f71\u54cd\u3002<\/p>\n<p>\u65b9\u6cd5\u4e09&#xff1a;\u6302\u8f7d\u4e91\u5b58\u50a8<\/p>\n<p>\u5982\u679c\u5e73\u53f0\u652f\u6301NAS\u6216\u5bf9\u8c61\u5b58\u50a8\u6302\u8f7d&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u5c06\u6570\u636e\u76ee\u5f55\u6302\u8f7d\u5230\u5b9e\u4f8b\u4e2d&#xff0c;\u65e0\u9700\u53cd\u590d\u4e0a\u4f20\u4e0b\u8f7d\u3002<\/p>\n<p>\u65e0\u8bba\u54ea\u79cd\u65b9\u5f0f&#xff0c;\u5b8c\u6210\u540e\u90fd\u8981\u68c0\u67e5\u6587\u4ef6\u5b8c\u6574\u6027&#xff1a;<\/p>\n<p>ls -lh images\/ | head -5<br \/>\nls -lh labels\/ | head -5<br \/>\ncat data.yaml<\/p>\n<p>\u786e\u4fdd\u56fe\u7247\u548c\u6807\u7b7e\u4e00\u4e00\u5bf9\u5e94&#xff0c;yaml\u6587\u4ef6\u4e2d\u7684\u8def\u5f84\u6b63\u786e\u3002<\/p>\n<h4>3.2 \u542f\u52a8YOLOv9\u8bad\u7ec3&#xff1a;\u5173\u952e\u53c2\u6570\u8be6\u89e3<\/h4>\n<p>\u73af\u5883\u548c\u6570\u636e\u90fd\u51c6\u5907\u597d\u4e86&#xff0c;\u73b0\u5728\u53ef\u4ee5\u5f00\u59cb\u8bad\u7ec3\u4e86\u3002\u4f46\u522b\u6025\u7740\u6572\u547d\u4ee4&#xff0c;\u5148\u7406\u89e3\u51e0\u4e2a\u6838\u5fc3\u53c2\u6570\u7684\u610f\u4e49&#xff0c;\u624d\u80fd\u8c03\u51fa\u597d\u6a21\u578b\u3002<\/p>\n<h5>\u57fa\u7840\u8bad\u7ec3\u547d\u4ee4<\/h5>\n<p>yolo train \\\\<br \/>\n  model&#061;yolov9.yaml \\\\<br \/>\n  data&#061;data.yaml \\\\<br \/>\n  epochs&#061;100 \\\\<br \/>\n  batch&#061;16 \\\\<br \/>\n  imgsz&#061;640 \\\\<br \/>\n  device&#061;0<\/p>\n<p>\u8ba9\u6211\u4eec\u9010\u4e2a\u89e3\u6790&#xff1a;<\/p>\n<ul>\n<li>model&#061;yolov9.yaml&#xff1a;\u6307\u5b9a\u6a21\u578b\u7ed3\u6784\u6587\u4ef6\u3002\u5982\u679c\u662f\u7b2c\u4e00\u6b21\u4f7f\u7528&#xff0c;\u4f60\u9700\u8981\u5148\u4eceUltralytics GitHub\u4ed3\u5e93\u4e0b\u8f7dYOLOv9\u7684\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n<li>data&#061;data.yaml&#xff1a;\u6307\u5411\u4f60\u7684\u6570\u636e\u914d\u7f6e\u6587\u4ef6<\/li>\n<li>epochs&#061;100&#xff1a;\u8bad\u7ec3\u8f6e\u6570\u3002\u4e00\u822c50&#xff5e;100\u8db3\u591f&#xff0c;\u592a\u5c11\u6b20\u62df\u5408&#xff0c;\u592a\u591a\u8fc7\u62df\u5408<\/li>\n<li>batch&#061;16&#xff1a;\u6bcf\u6279\u5904\u7406\u7684\u56fe\u7247\u6570\u91cf\u3002\u663e\u5b58\u8d8a\u5927&#xff0c;batch\u53ef\u8bbe\u8d8a\u9ad8&#xff0c;\u6709\u52a9\u4e8e\u63d0\u5347\u8bad\u7ec3\u7a33\u5b9a\u6027<\/li>\n<li>imgsz&#061;640&#xff1a;\u8f93\u5165\u56fe\u50cf\u5c3a\u5bf8\u3002YOLO\u9ed8\u8ba4640\u00d7640&#xff0c;\u592a\u5927\u663e\u5b58\u4e0d\u591f&#xff0c;\u592a\u5c0f\u7cbe\u5ea6\u4e0b\u964d<\/li>\n<li>device&#061;0&#xff1a;\u6307\u5b9a\u4f7f\u7528\u7b2c0\u5757GPU&#xff08;\u5982\u679c\u6709\u591a\u4e2a&#xff09;<\/li>\n<\/ul>\n<h5>\u5982\u4f55\u83b7\u53d6YOLOv9\u914d\u7f6e\u6587\u4ef6&#xff1f;<\/h5>\n<p>\u7531\u4e8eYOLOv9\u4e0d\u662fUltralytics\u5b98\u65b9\u4e3b\u5206\u652f\u7684\u4e00\u90e8\u5206&#xff0c;\u4f60\u9700\u8981\u624b\u52a8\u6dfb\u52a0\u652f\u6301&#xff1a;<\/p>\n<p># \u514b\u9686\u5305\u542bYOLOv9\u7684\u793e\u533a\u4ed3\u5e93<br \/>\ngit clone https:\/\/github.com\/AILab-CVC\/YOLOv9.git<br \/>\ncd YOLOv9<br \/>\npip install -e .<\/p>\n<p>\u6216\u8005\u76f4\u63a5\u4e0b\u8f7dyolov9.yaml\u548cyolov9-c.pt\u9884\u8bad\u7ec3\u6743\u91cd&#xff1a;<\/p>\n<p>wget https:\/\/github.com\/AILab-CVC\/YOLOv9\/releases\/download\/v0.1\/yolov9-c.yaml<br \/>\nwget https:\/\/github.com\/AILab-CVC\/YOLOv9\/releases\/download\/v0.1\/yolov9-c.pt<\/p>\n<p>\u7136\u540e\u4fee\u6539\u8bad\u7ec3\u547d\u4ee4&#xff1a;<\/p>\n<p>yolo train \\\\<br \/>\n  model&#061;yolov9-c.yaml \\\\<br \/>\n  pretrained&#061;yolov9-c.pt \\\\<br \/>\n  data&#061;data.yaml \\\\<br \/>\n  epochs&#061;100 \\\\<br \/>\n  batch&#061;16 \\\\<br \/>\n  imgsz&#061;640 \\\\<br \/>\n  device&#061;0<\/p>\n<h5>\u5173\u952e\u53c2\u6570\u8c03\u4f18\u5efa\u8bae<\/h5>\n<ul>\n<li>batch size&#xff1a;T4\u663e\u5361\u5efa\u8bae16&#xff5e;32&#xff0c;A10\u53ef\u5c1d\u8bd532&#xff5e;64\u3002\u5982\u679c\u51fa\u73b0OOM&#xff08;Out of Memory&#xff09;\u9519\u8bef&#xff0c;\u964d\u4f4ebatch\u6216imgsz<\/li>\n<li>learning rate&#xff1a;\u9ed8\u8ba40.01\u901a\u5e38\u4e0d\u9519&#xff0c;\u82e5\u6536\u655b\u6162\u53ef\u63d0\u9ad8\u81f30.02&#xff0c;\u9707\u8361\u5219\u964d\u81f30.001<\/li>\n<li>augmentation&#xff1a;\u6570\u636e\u589e\u5f3a\u9ed8\u8ba4\u5f00\u542f&#xff08;hsv\u3001\u7ffb\u8f6c\u3001\u7f29\u653e&#xff09;&#xff0c;\u5bf9\u5c0f\u6570\u636e\u96c6\u5c24\u5176\u91cd\u8981<\/li>\n<li>early stopping&#xff1a;\u6dfb\u52a0patience&#061;10\u53ef\u5728\u9a8c\u8bc1\u96c6loss\u4e0d\u518d\u4e0b\u964d\u65f6\u81ea\u52a8\u505c\u6b62&#xff0c;\u9632\u6b62\u8fc7\u62df\u5408<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u66f4\u5b8c\u5584\u7684\u8bad\u7ec3\u547d\u4ee4\u793a\u4f8b&#xff1a;<\/p>\n<p>yolo train \\\\<br \/>\n  model&#061;yolov9-c.yaml \\\\<br \/>\n  pretrained&#061;yolov9-c.pt \\\\<br \/>\n  data&#061;data.yaml \\\\<br \/>\n  epochs&#061;100 \\\\<br \/>\n  batch&#061;16 \\\\<br \/>\n  imgsz&#061;640 \\\\<br \/>\n  device&#061;0 \\\\<br \/>\n  lr0&#061;0.01 \\\\<br \/>\n  lrf&#061;0.1 \\\\<br \/>\n  patience&#061;10 \\\\<br \/>\n  name&#061;yolov9_smart_monitor_v1<\/p>\n<p>name\u53c2\u6570\u4f1a\u521b\u5efa\u72ec\u7acb\u7684\u65e5\u5fd7\u76ee\u5f55&#xff0c;\u65b9\u4fbf\u7ba1\u7406\u4e0d\u540c\u5b9e\u9a8c\u3002<\/p>\n<h4>3.3 \u76d1\u63a7\u8bad\u7ec3\u8fc7\u7a0b&#xff1a;\u770b\u61c2\u8f93\u51fa\u6307\u6807<\/h4>\n<p>\u8bad\u7ec3\u542f\u52a8\u540e&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>Epoch    GPU Mem   Box Loss   Cls Loss   DFL Loss  Instances       Size<br \/>\n  0\/99      8.2G    0.8945     0.4321     1.2345         32        640<br \/>\n  1\/99      8.2G    0.7821     0.3987     1.1234         32        640<br \/>\n  2\/99      8.2G    0.6543     0.3210     0.9876         32        640<\/p>\n<p>\u8fd9\u4e9b\u6307\u6807\u5206\u522b\u4ee3\u8868&#xff1a;<\/p>\n<ul>\n<li>GPU Mem&#xff1a;\u5f53\u524d\u663e\u5b58\u5360\u7528&#xff0c;\u5e94\u4f4e\u4e8e\u663e\u5361\u603b\u663e\u5b58<\/li>\n<li>Box Loss&#xff1a;\u8fb9\u754c\u6846\u56de\u5f52\u635f\u5931&#xff0c;\u8d8a\u4f4e\u8868\u793a\u5b9a\u4f4d\u8d8a\u51c6<\/li>\n<li>Cls Loss&#xff1a;\u5206\u7c7b\u635f\u5931&#xff0c;\u53cd\u6620\u7c7b\u522b\u5224\u65ad\u51c6\u786e\u6027<\/li>\n<li>DFL Loss&#xff1a;\u5206\u5e03\u7126\u70b9\u635f\u5931&#xff0c;YOLOv8&#043;\u65b0\u589e&#xff0c;\u5e2e\u52a9\u7cbe\u786e\u5b9a\u4f4d<\/li>\n<li>Instances&#xff1a;\u672c\u6279\u6b21\u4e2d\u68c0\u6d4b\u5230\u7684\u76ee\u6807\u6570\u91cf<\/li>\n<li>Size&#xff1a;\u8f93\u5165\u56fe\u50cf\u5c3a\u5bf8<\/li>\n<\/ul>\n<p>\u968f\u7740\u8bad\u7ec3\u8fdb\u884c&#xff0c;\u8fd9\u4e9bLoss\u503c\u5e94\u8be5\u603b\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\u3002\u5982\u679c\u957f\u65f6\u95f4\u4e0d\u964d\u6216\u5267\u70c8\u6ce2\u52a8&#xff0c;\u53ef\u80fd\u662f\u5b66\u4e60\u7387\u592a\u9ad8\u6216\u6570\u636e\u6709\u95ee\u9898\u3002<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8fd8\u4f1a\u81ea\u52a8\u751f\u6210runs\/train\/\u76ee\u5f55&#xff0c;\u91cc\u9762\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>results.csv&#xff1a;\u8be6\u7ec6\u6307\u6807\u8bb0\u5f55<\/li>\n<li>train_batch*.jpg&#xff1a;\u8bad\u7ec3\u6837\u672c\u53ef\u89c6\u5316<\/li>\n<li>val_batch*.jpg&#xff1a;\u9a8c\u8bc1\u96c6\u9884\u6d4b\u6548\u679c<\/li>\n<li>weights\/&#xff1a;\u4fdd\u5b58\u7684\u6700\u4f73\u6a21\u578b&#xff08;best.pt&#xff09;\u548c\u6700\u7ec8\u6a21\u578b&#xff08;last.pt&#xff09;<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7SFTP\u5de5\u5177\u4e0b\u8f7d\u8fd9\u4e9b\u6587\u4ef6\u67e5\u770b&#xff0c;\u4e5f\u53ef\u4ee5\u5728\u670d\u52a1\u5668\u4e0a\u7528tensorboard\u547d\u4ee4\u542f\u52a8\u53ef\u89c6\u5316\u754c\u9762&#xff1a;<\/p>\n<p>tensorboard &#8211;logdir&#061;runs\/train &#8211;host&#061;0.0.0.0 &#8211;port&#061;6006<\/p>\n<p>\u7136\u540e\u5728\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/your_instance_ip:6006 \u67e5\u770b\u52a8\u6001\u66f2\u7ebf\u3002<\/p>\n<hr \/>\n<h3>4. \u6210\u672c\u4f18\u5316\u5b9e\u6218&#xff1a;\u6309\u9700\u4f7f\u7528&#xff0c;\u7528\u5b8c\u5373\u505c<\/h3>\n<h4>4.1 \u5236\u5b9a\u8bad\u7ec3\u8ba1\u5212&#xff1a;\u6700\u5927\u5316\u5229\u7528\u6bcf\u4e00\u5206\u94b1<\/h4>\n<p>\u65e2\u7136\u6211\u4eec\u8ffd\u6c42\u6781\u81f4\u6027\u4ef7\u6bd4&#xff0c;\u5c31\u4e0d\u80fd\u76f2\u76ee\u8bad\u7ec3\u3002\u5efa\u8bae\u91c7\u7528\u201c\u5206\u9636\u6bb5\u8fed\u4ee3\u201d\u7b56\u7565&#xff1a;<\/p>\n<p>\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u5feb\u901f\u9a8c\u8bc1&#xff08;1\u5c0f\u65f6&#xff09;<\/p>\n<ul>\n<li>\u4f7f\u7528\u8f83\u5c0f\u7684\u6a21\u578b&#xff08;\u5982yolov9-s&#xff09;<\/li>\n<li>\u8f83\u5c11\u7684epoch&#xff08;20&#xff5e;30&#xff09;<\/li>\n<li>\u9ed8\u8ba4\u53c2\u6570\u8dd1\u901a\u5168\u6d41\u7a0b<\/li>\n<li>\u76ee\u6807&#xff1a;\u786e\u8ba4\u6570\u636e\u65e0\u8bef\u3001\u73af\u5883\u6b63\u5e38\u3001\u80fd\u51fa\u521d\u6b65\u7ed3\u679c<\/li>\n<\/ul>\n<p>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u6b63\u5f0f\u8bad\u7ec3&#xff08;3&#xff5e;5\u5c0f\u65f6&#xff09;<\/p>\n<ul>\n<li>\u5207\u6362\u5230\u4e3b\u6a21\u578b&#xff08;yolov9-m\u6216l&#xff09;<\/li>\n<li>\u589e\u52a0epoch&#xff08;80&#xff5e;100&#xff09;<\/li>\n<li>\u5fae\u8c03\u5b66\u4e60\u7387\u3001batch\u7b49\u53c2\u6570<\/li>\n<li>\u542f\u7528\u65e9\u505c\u673a\u5236<\/li>\n<li>\u76ee\u6807&#xff1a;\u83b7\u5f97\u53ef\u7528\u4e8e\u6d4b\u8bd5\u7684\u7a33\u5b9a\u6a21\u578b<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u9636\u6bb5&#xff1a;\u7cbe\u7ec6\u8c03\u4f18&#xff08;\u53ef\u9009&#xff0c;2\u5c0f\u65f6\u5185&#xff09;<\/p>\n<ul>\n<li>\u5206\u6790bad case&#xff0c;\u9488\u5bf9\u6027\u589e\u5f3a\u6570\u636e<\/li>\n<li>\u5c1d\u8bd5\u4e0d\u540c\u7684augmentation\u7ec4\u5408<\/li>\n<li>\u8c03\u6574NMS\u9608\u503c\u3001confidence\u7b49\u63a8\u7406\u53c2\u6570<\/li>\n<li>\u76ee\u6807&#xff1a;\u63d0\u5347\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u8868\u73b0<\/li>\n<\/ul>\n<p>\u6309\u7167\u8fd9\u4e2a\u8282\u594f&#xff0c;\u6574\u4e2a\u9879\u76ee\u8bad\u7ec3\u603b\u8017\u65f6\u63a7\u5236\u57286&#xff5e;8\u5c0f\u65f6\u4ee5\u5185\u3002\u4ee5\u6bcf\u5c0f\u65f65\u5143\u8ba1&#xff0c;\u6210\u672c\u4ec530&#xff5e;40\u5143\u3002<\/p>\n<p>&#x1f4a1; \u5b9e\u6218\u6280\u5de7&#xff1a;\u6bcf\u6b21\u8bad\u7ec3\u524d\u5148\u7528&#8211;dryrun\u6a21\u5f0f\u6d4b\u8bd5\u914d\u7f6e\u662f\u5426\u6b63\u786e&#xff1a;<\/p>\n<p>yolo task&#061;detect mode&#061;train model&#061;yolov9-c.yaml data&#061;data.yaml batch&#061;16 imgsz&#061;640 dryrun&#061;True<\/p>\n<p>\u8fd9\u4f1a\u6a21\u62df\u4e00\u6b21\u524d\u5411\u4f20\u64ad&#xff0c;\u68c0\u67e5\u662f\u5426\u6709\u5f62\u72b6\u4e0d\u5339\u914d\u3001CUDA\u9519\u8bef\u7b49\u95ee\u9898&#xff0c;\u907f\u514d\u6b63\u5f0f\u8bad\u7ec3\u65f6\u624d\u53d1\u73b0bug\u767d\u767d\u70e7\u94b1\u3002<\/p>\n<h4>4.2 \u7cbe\u51c6\u63a7\u5236\u4f7f\u7528\u65f6\u95f4&#xff1a;\u4f55\u65f6\u5f00\u673a&#xff0c;\u4f55\u65f6\u5173\u673a<\/h4>\n<p>\u8fd9\u662f\u7701\u94b1\u7684\u6838\u5fc3&#xff01;\u8bb0\u4f4f\u4e00\u4e2a\u539f\u5219&#xff1a;\u53ea\u6709\u5728 actively \u8bad\u7ec3\u6216\u8c03\u8bd5\u65f6\u624d\u5f00\u673a\u3002<\/p>\n<p>\u5177\u4f53\u64cd\u4f5c\u6d41\u7a0b&#xff1a;<\/p>\n<li>\u5f00\u5de5\u524d&#xff1a;\u767b\u5f55\u5e73\u53f0&#xff0c;\u542f\u52a8\u5b9e\u4f8b&#xff0c;\u8fde\u63a5SSH<\/li>\n<li>\u8bad\u7ec3\u4e2d&#xff1a;\u63d0\u4ea4\u8bad\u7ec3\u547d\u4ee4&#xff0c;\u53ef\u901a\u8fc7tail -f runs\/train\/results.csv\u76d1\u63a7\u8fdb\u5ea6<\/li>\n<li>\u8bad\u7ec3\u7ed3\u675f&#xff1a;\u6536\u5230\u5b8c\u6210\u901a\u77e5\u540e&#xff0c;\u7acb\u5373\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6&#xff08;best.pt&#xff09;<\/li>\n<li>\u6536\u5de5\u65f6&#xff1a;\u5728\u63a7\u5236\u53f0\u70b9\u51fb\u201c\u5173\u673a\u201d\u6216\u201c\u91ca\u653e\u5b9e\u4f8b\u201d<\/li>\n<p>\u5343\u4e07\u4e0d\u8981\u8ba9\u5b9e\u4f8b\u6574\u591c\u8fd0\u884c&#xff01;\u54ea\u6015\u53ea\u662f\u5f85\u673a&#xff0c;\u4e5f\u4f1a\u6301\u7eed\u8ba1\u8d39\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u81ea\u52a8\u5316&#xff0c;\u53ef\u4ee5\u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u76d1\u63a7\u811a\u672c&#xff1a;<\/p>\n<p>#!\/bin\/bash<br \/>\n# train_and_stop.sh<\/p>\n<p># \u542f\u52a8\u8bad\u7ec3<br \/>\nyolo train model&#061;yolov9-c.yaml data&#061;data.yaml epochs&#061;100 batch&#061;16 imgsz&#061;640 device&#061;0 name&#061;final_run &amp;<\/p>\n<p># \u7b49\u5f85\u8bad\u7ec3\u5b8c\u6210&#xff08;\u6839\u636e\u65e5\u5fd7\u5224\u65ad&#xff09;<br \/>\nwhile [ ! -f &#034;runs\/train\/final_run\/weights\/best.pt&#034; ]; do<br \/>\n    sleep 60<br \/>\ndone<\/p>\n<p>echo &#034;\u8bad\u7ec3\u5b8c\u6210&#xff0c;30\u79d2\u540e\u81ea\u52a8\u5173\u673a&#034;<br \/>\nsleep 30<\/p>\n<p># \u8c03\u7528\u5e73\u53f0API\u5173\u673a&#xff08;\u9700\u66ff\u6362\u4e3a\u5b9e\u9645API&#xff09;<br \/>\n# curl -X POST https:\/\/api.ai.csdn.net\/v1\/instances\/stop -H &#034;Authorization: Bearer $TOKEN&#034;<\/p>\n<p># \u6216\u8005\u624b\u52a8\u63d0\u9192<br \/>\necho &#034;\u8bf7\u7acb\u5373\u767b\u5f55\u5e73\u53f0\u5173\u95ed\u5b9e\u4f8b&#xff01;&#034;<\/p>\n<p>\u8fd9\u6837\u5373\u4f7f\u4f60\u53bb\u5fd9\u522b\u7684\u4e8b&#xff0c;\u4e5f\u80fd\u786e\u4fdd\u8bad\u7ec3\u5b8c\u53ca\u65f6\u6b62\u635f\u3002<\/p>\n<h4>4.3 \u5e38\u89c1\u95ee\u9898\u4e0e\u5e94\u5bf9\u7b56\u7565<\/h4>\n<p>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d&#xff0c;\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u610f\u5916\u60c5\u51b5\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u95ee\u98981&#xff1a;\u8bad\u7ec3\u4e2d\u9014\u65ad\u5f00SSH\u8fde\u63a5&#xff0c;\u4efb\u52a1\u4f1a\u4e0d\u4f1a\u505c\u6b62&#xff1f;<\/p>\n<p>\u7b54&#xff1a;\u4f1a&#xff01;\u9ed8\u8ba4\u60c5\u51b5\u4e0b&#xff0c;\u7ec8\u7aef\u4f1a\u8bdd\u7ed3\u675f\u540e&#xff0c;\u6240\u6709\u8fdb\u7a0b\u90fd\u4f1a\u88ab\u7ec8\u6b62\u3002\u89e3\u51b3\u529e\u6cd5\u662f\u4f7f\u7528nohup\u6216screen&#xff1a;<\/p>\n<p>nohup yolo train &#8230; &gt; train.log 2&gt;&amp;1 &amp;<\/p>\n<p>\u6216\u8005&#xff1a;<\/p>\n<p>screen -S yolotrain<br \/>\nyolo train &#8230;<br \/>\n# \u6309 Ctrl&#043;A, \u518d\u6309 D \u8131\u79bb\u4f1a\u8bdd<br \/>\n# \u91cd\u65b0\u8fde\u63a5&#xff1a;screen -r yolotrain<\/p>\n<p>\u95ee\u98982&#xff1a;\u663e\u5b58\u4e0d\u8db3&#xff08;CUDA Out of Memory&#xff09;<\/p>\n<p>\u7b54&#xff1a;\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u9519\u8bef\u3002\u89e3\u51b3\u65b9\u6848\u6709&#xff1a;<\/p>\n<ul>\n<li>\u964d\u4f4ebatch\u5927\u5c0f&#xff08;\u5982\u4ece16\u964d\u52308&#xff09;<\/li>\n<li>\u964d\u4f4eimgsz&#xff08;\u5982\u4ece640\u964d\u5230320&#xff09;<\/li>\n<li>\u4f7f\u7528\u66f4\u5c0f\u7684\u6a21\u578b&#xff08;\u5982yolov9-s\u4ee3\u66ffm&#xff09;<\/li>\n<li>\u542f\u7528\u68af\u5ea6\u7d2f\u79ef&#xff1a;&#8211;gradient_accumulation_steps 2<\/li>\n<\/ul>\n<p>\u95ee\u98983&#xff1a;\u8bad\u7ec3\u901f\u5ea6\u592a\u6162<\/p>\n<p>\u7b54&#xff1a;\u68c0\u67e5nvidia-smi\u8f93\u51fa\u4e2d\u7684\u201cGPU-Util\u201d\u662f\u5426\u63a5\u8fd1100%\u3002\u5982\u679c\u4e0d\u662f&#xff0c;\u53ef\u80fd\u662f\u6570\u636e\u52a0\u8f7d\u74f6\u9888\u3002\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\u589e\u52a0workers\u53c2\u6570&#xff08;\u5982&#8211;workers 4&#xff09;<\/li>\n<li>\u5c06\u6570\u636e\u96c6\u653e\u5728SSD\u800c\u975eHDD\u4e0a<\/li>\n<li>\u4f7f\u7528&#8211;cache\u53c2\u6570\u5c06\u6570\u636e\u7f13\u5b58\u5230\u5185\u5b58<\/li>\n<\/ul>\n<p>\u95ee\u98984&#xff1a;\u6a21\u578b\u6548\u679c\u4e0d\u597d\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>\u7b54&#xff1a;\u5148\u522b\u6025\u7740\u91cd\u65b0\u8bad\u7ec3\u3002\u68c0\u67e5&#xff1a;<\/p>\n<ul>\n<li>\u6570\u636e\u6807\u6ce8\u8d28\u91cf&#xff1a;\u662f\u5426\u6709\u6f0f\u6807\u3001\u9519\u6807&#xff1f;<\/li>\n<li>\u7c7b\u522b\u5e73\u8861&#xff1a;\u5404\u7c7b\u522b\u6837\u672c\u6570\u662f\u5426\u76f8\u5dee\u592a\u5927&#xff1f;<\/li>\n<li>\u9a8c\u8bc1\u96c6\u5212\u5206&#xff1a;\u662f\u5426\u5177\u6709\u4ee3\u8868\u6027&#xff1f;<\/li>\n<li>\u8fc7\u62df\u5408\u8ff9\u8c61&#xff1a;\u8bad\u7ec3loss\u6301\u7eed\u4e0b\u964d\u4f46\u9a8c\u8bc1loss\u4e0a\u5347&#xff1f;<\/li>\n<\/ul>\n<p>\u5fc5\u8981\u65f6\u589e\u52a0\u6570\u636e\u589e\u5f3a\u5f3a\u5ea6\u6216\u6536\u96c6\u66f4\u591a\u6570\u636e\u3002<\/p>\n<hr \/>\n<h3>\u603b\u7ed3<\/h3>\n<ul>\n<li>\u6309\u9700\u4ed8\u8d39\u662f\u81ea\u7531\u804c\u4e1a\u8005\u7684\u6700\u4f73\u9009\u62e9&#xff1a;\u76f8\u6bd4\u81ea\u5efa\u670d\u52a1\u5668\u6216\u5305\u6708\u79df\u8d41&#xff0c;\u4e91\u7aef\u6309\u5c0f\u65f6\u8ba1\u8d39\u80fd\u5e2e\u4f60\u8282\u770180%\u4ee5\u4e0a\u6210\u672c&#xff0c;\u771f\u6b63\u505a\u5230\u201c\u7528\u591a\u5c11\u4ed8\u591a\u5c11\u201d\u3002<\/li>\n<li>\u9884\u7f6e\u955c\u50cf\u6781\u5927\u964d\u4f4e\u5165\u95e8\u95e8\u69db&#xff1a;CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a\u63d0\u4f9b\u7684YOLO\u8bad\u7ec3\u73af\u5883&#xff0c;\u8ba9\u4f60\u514d\u53bb\u7e41\u7410\u7684\u73af\u5883\u914d\u7f6e&#xff0c;5\u5206\u949f\u5373\u53ef\u5f00\u59cb\u8bad\u7ec3\u3002<\/li>\n<li>\u5206\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u66f4\u9ad8\u6548&#xff1a;\u901a\u8fc7\u201c\u5feb\u901f\u9a8c\u8bc1\u2192\u6b63\u5f0f\u8bad\u7ec3\u2192\u7cbe\u7ec6\u8c03\u4f18\u201d\u7684\u4e09\u6b65\u6cd5&#xff0c;\u65e2\u80fd\u63a7\u5236\u6210\u672c&#xff0c;\u53c8\u80fd\u4fdd\u8bc1\u6a21\u578b\u8d28\u91cf\u3002<\/li>\n<li>\u7cbe\u51c6\u63a7\u5236\u4f7f\u7528\u65f6\u95f4\u662f\u7701\u94b1\u5173\u952e&#xff1a;\u53ea\u5728\u9700\u8981\u65f6\u5f00\u673a&#xff0c;\u8bad\u7ec3\u5b8c\u6210\u7acb\u5373\u5173\u673a&#xff0c;\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8d44\u6e90\u6d6a\u8d39\u3002<\/li>\n<li>\u73b0\u5728\u5c31\u53ef\u4ee5\u8bd5\u8bd5&#xff1a;\u6309\u7167\u672c\u6587\u6b65\u9aa4\u64cd\u4f5c&#xff0c;\u4f60\u5b8c\u5168\u53ef\u4ee5\u5728\u4e24\u5929\u5185\u5b8c\u6210\u5ba2\u6237\u8981\u6c42\u7684\u667a\u80fd\u76d1\u63a7\u6a21\u578b\u8bad\u7ec3&#xff0c;\u603b\u6210\u672c\u4e0d\u5230200\u5143&#xff0c;\u5b9e\u6d4b\u7a33\u5b9a\u53ef\u9760\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>YOLO\u6a21\u578b\u8bad\u7ec3\u7701\u94b1\u653b\u7565&#xff1a;\u4e91\u7aef\u6309\u9700\u4ed8\u8d39&#xff0c;\u6bd4\u81ea\u5efa\u670d\u52a1\u5668\u7701\u4e07\u5143<br \/>\n\u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u56f0\u5883&#xff1f;\u4f5c\u4e3a\u4e00\u540d\u81ea\u7531\u804c\u4e1a\u8005&#xff0c;\u521a\u63a5\u5230\u4e00\u4e2a\u667a\u80fd\u76d1\u63a7\u9879\u76ee&#xff0c;\u5ba2\u6237\u8981\u6c42\u7528YOLOv9\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b\u529f\u80fd&#xff0c;\u4e24\u5468\u5185\u5fc5\u987b\u4ea4\u4ed8\u3002\u542c\u8d77\u6765\u662f\u4e2a\u597d\u673a\u4f1a&#xff0c;\u4f46\u95ee\u9898\u6765\u4e86\u2014\u2014\u8bad\u7ec3\u6a21\u578b\u9700\u8981\u5f3a\u5927\u7684GPU\u7b97\u529b&#xff0c;\u4e70\u4e00\u5757\u4e13\u4e1a\u663e\u5361\u52a8\u8f84\u4e0a\u4e07\u5143&#xff0c;\u79df\u6574\u6708\u7684\u4e91\u670d\u52a1\u5668\u4e5f\u8981\u4e24\u4e09\u5343&#xff0c;\u800c\u5b9e\u9645\u4e0a\u6bcf\u5929\u53ea\u9700\u8981\u8bad\u7ec3\u4e24\u5c0f\u65f6\u3002\u8fd9\u94b1<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-65288","post","type-post","status-publish","format-standard","hentry","category-server"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>YOLO\u6a21\u578b\u8bad\u7ec3\u7701\u94b1\u653b\u7565\uff1a\u4e91\u7aef\u6309\u9700\u4ed8\u8d39\uff0c\u6bd4\u81ea\u5efa\u670d\u52a1\u5668\u7701\u4e07\u5143 - \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\/65288.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO\u6a21\u578b\u8bad\u7ec3\u7701\u94b1\u653b\u7565\uff1a\u4e91\u7aef\u6309\u9700\u4ed8\u8d39\uff0c\u6bd4\u81ea\u5efa\u670d\u52a1\u5668\u7701\u4e07\u5143 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"YOLO\u6a21\u578b\u8bad\u7ec3\u7701\u94b1\u653b\u7565&#xff1a;\u4e91\u7aef\u6309\u9700\u4ed8\u8d39&#xff0c;\u6bd4\u81ea\u5efa\u670d\u52a1\u5668\u7701\u4e07\u5143 \u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u56f0\u5883&#xff1f;\u4f5c\u4e3a\u4e00\u540d\u81ea\u7531\u804c\u4e1a\u8005&#xff0c;\u521a\u63a5\u5230\u4e00\u4e2a\u667a\u80fd\u76d1\u63a7\u9879\u76ee&#xff0c;\u5ba2\u6237\u8981\u6c42\u7528YOLOv9\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b\u529f\u80fd&#xff0c;\u4e24\u5468\u5185\u5fc5\u987b\u4ea4\u4ed8\u3002\u542c\u8d77\u6765\u662f\u4e2a\u597d\u673a\u4f1a&#xff0c;\u4f46\u95ee\u9898\u6765\u4e86\u2014\u2014\u8bad\u7ec3\u6a21\u578b\u9700\u8981\u5f3a\u5927\u7684GPU\u7b97\u529b&#xff0c;\u4e70\u4e00\u5757\u4e13\u4e1a\u663e\u5361\u52a8\u8f84\u4e0a\u4e07\u5143&#xff0c;\u79df\u6574\u6708\u7684\u4e91\u670d\u52a1\u5668\u4e5f\u8981\u4e24\u4e09\u5343&#xff0c;\u800c\u5b9e\u9645\u4e0a\u6bcf\u5929\u53ea\u9700\u8981\u8bad\u7ec3\u4e24\u5c0f\u65f6\u3002\u8fd9\u94b1\" \/>\n<meta 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