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温馨提示
本代码是基于python pytorch环境安装的。 下载本代码后,有个requirement.txt文本,里面介绍了如何安装环境,环境需要自行配置。 或可直接参考下面博文进行环境安装。 https://blog.csdn.net/no_work/article/details/139246467 安装好环境之后, 代码需要依次运行 01数据集文本生成制作.py 02深度学习模型训练.py 和03pyqt_ui界面.py 数据集文件夹存放了本次识别的各个类别图片。 本代码对数据集进行了预处理,包括通过在较短边增加灰边,使得图片变为正方形(如果图片原本就是正方形则不会增加灰边),和旋转角度,来扩增增强数据集, 运行01数据集文本制作.py文件,会就读取数据集下每个类别文件中的图片路径和对应的标签 运行02深度学习模型训练.py就会将txt文本中记录的训练集和验证集进行读取训练,训练好后会保存模型在本地 训练完成之后会有log日志保存本地,里面记录了每个epoch的验证集损失值和准确率。 运行03pyqt_ui界面.py就可以有个可视化的ui界面,通过点击按钮可以加载自己感兴趣的图片识别
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