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tf2.0-fcn's Introduction

tf2.0-FCN

代码为适合入门的tensorflow2.0版本fcn32s。用tensorflow2.0的accury计算的精确率能达到91%。

FCN网络结构

VGG16网络结构 在这里插入图片描述

拉下代码后,需要根据config的路径,放置训练集与测试集;

训练所用的数据集为kitti,下载连接为https://s3.eu-central-1.amazonaws.com/avg-kitti/data_road.zip

如果下载慢,可以去这里获取网盘连接:https://blog.csdn.net/weixin_43162240/article/details/102659646

在训练过程中会自动下载vgg模型与resnet模型,下载速度有点慢,可以在这里下载(链接:https://pan.baidu.com/s/1Pc42p404uViizGYRUpHSoQ&shfl=sharepset 提取码:l443)

linux用户放置在/home/dennis/.keras/model/目录下即可,若没有这个目录,请先运行代码,到下载界面后再查看是否已经生成了该目录。

注意:

1.代码是在linux系统下跑的,若是在windows系统下,可能需要修改其中的路径,(/改为\)。

2.框架中的模型部分可以自己修改(只要是语义分割就行),自己定义模型。

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