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华为云垃圾分类挑战杯亚军方案分享

1.代码结构

 {repo_root}
  ├── models	//模型文件夹
  ├── utils		//一些函数包
  |   ├── eval.py		// 求精度
  │   ├── misc.py		// 模型保存,参数初始化,优化函数选择
  │   ├── radam.py
  │   └── ...
  ├── args.py		//参数配置文件
  ├── build_net.py		//搭建模型
  ├── dataset.py		//数据批量加载文件
  ├── preprocess.py		//数据预处理文件,生成坐标标签
  ├── train.py		//训练运行文件
  ├── transform.py		//数据增强文件

2. 环境设置

可以直接通过pip install -r requirements.txt安装指定的函数包,python版本为3.6,具体的函数包如下:

  • pytorch=1.0.1
  • torchvision==0.2.2
  • matplotlib==3.1.0
  • numpy==1.16.4
  • scikit-image
  • pandas
  • sklearn

3.方案思路

方案讲解

知乎专栏:ML与DL成长之路

如果复现过程中有bug,麻烦反馈一下,会优化更新。如果对您有帮助记得给个star

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