unet-family: Ultimate version

Overview

unet-family: Ultimate version

基于之前my-unet代码,我整理出来了这一份终极版本unet-family,方便其他人阅读。

  1. 相比于之前的my-unet代码,代码分类更加规范,有条理
  2. 对于clone下来的代码不需要修改各种复杂繁琐的路径问题,直接就可以运行。
  3. 并且代码有很好的扩展性,可以增加各种模型,数据增强。
  4. 接口设计易于修改各种参数,比如模型深度,激活函数,修改数据集类等,修改参数即可,代码自动适应网络架构。

模型只放上了u-net模型的模型架构,其余模型暂不公开。

1. 配置环境

在requirement.txt中导入所需要的工具包,可以pip install requirement.txt

2. 代码划分

代码分为五个部分,main,utils,mode,config,metric

main.py

实现整个模型的基本逻辑 main参数: i:设置k折交叉验证验证集选第几折,不使用k折交叉验证时表示第几次实验,方便记录 后两个参数是数据增强

model:是选用什么模型,设为unet

e: 训练轮数

dataset:选用什么数据类

utils.py

包含数据增强,数据类,训练和验证基本逻辑

model.py

里面写了unet模型的实现

config.py

一些训练的参数,如批量大小,几折交叉验证k,还有数据集的路径。

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