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conda create -n yolov10 python3.9
1.2 切换到对应虚拟环境
conda activate yolov10
1.3 在指定目录下克隆yolov10官方仓库代码
git clone https://github.com/THU-MIG/yo…1 环境搭建 1.1 在官方仓库的给定的使用python3.9版本则使用conda创建对应虚拟环境。
conda create -n yolov10 python3.9
1.2 切换到对应虚拟环境
conda activate yolov10
1.3 在指定目录下克隆yolov10官方仓库代码
git clone https://github.com/THU-MIG/yolov10.git
1.4 进入对应本地yolov10目录下安装对应依赖项
pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple/
如果使用 pip install -r requirements.txt 命令可能会遇到错误
WARNING: Retrying (Retry(total4, connectNone, readNone, redirectNone, statusNone)) after connection broken by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7EADD6CD0, Connection to files.pythonhosted.org timed out. (connect timeout15)): /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl
WARNING: Retrying (Retry(total3, connectNone, readNone, redirectNone, statusNone)) after connection broken by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7EADD6CA0, Connection to files.pythonhosted.org timed out. (connect timeout15)): /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl
WARNING: Retrying (Retry(total2, connectNone, readNone, redirectNone, statusNone)) after connection broken by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7EB200400, Connection to files.pythonhosted.org timed out. (connect timeout15)): /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl
WARNING: Retrying (Retry(total1, connectNone, readNone, redirectNone, statusNone)) after connection broken by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7EB1F1F10, Connection to files.pythonhosted.org timed out. (connect timeout15)): /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl
WARNING: Retrying (Retry(total0, connectNone, readNone, redirectNone, statusNone)) after connection broken by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7EB1F15B0, Connection to files.pythonhosted.org timed out. (connect timeout15)): /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl
ERROR: Could not install packages due to an OSError: HTTPSConnectionPool(hostfiles.pythonhosted.org, port443): Max retries exceeded with url: /packages/48/f4/d0b61525a3d3db78636f1937d1bc24cbb39abc57484a545b72b6ab35c114/torch-2.0.1-cp39-cp39-win_amd64.whl (Caused by ConnectTimeoutError(pip._vendor.urllib3.connection.HTTPSConnection object at 0x000001A7ECD869A0, Connection to files.pythonhosted.org timed out. (connect timeout15)))
1.5 安装对应的包
pip install -e . 2 模型训练及测试效果
2.1 在Roboflow下载数据集并导出为YOLO的数据集 或者在Roboflow制作自己的数据集并导出为YOLO的数据集。参考Roboflow 使用详解数据集标注、训练及下载 2.3 把data.yaml复制到C:\Users\WYX\Desktop\code\yolov10-main\ultralytics\cfg\datasets目录下重命名为VOC_new.yaml并修改相应的配置。 2.4 模型训练
需要修改C:\Users\WYX\Desktop\code\yolov10-main\ultralytics\models\yolov10\train.py。 训练
yolo detect train dataVOC_new.yaml modelyolov10n.yaml epochs500 batch32 imgsz640 devicecpu2.5 模型验证
yolo val modeljameslahm/yolov10n dataVOC_new.yaml batch32
2.6 预测并导出
yolo export modeljameslahm/yolov10n formatonnx opset13 simplify
