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semantic segmentation,DeepLab,U-Net,SCSENet,BAM,DenseASPP,Remote sensing,tensorflow2

Python 100.00%

building-detection's Introduction

building-detection

semantic segmentation,DeepLab,U-Net,SCSENet,BAM,HRNet,DenseASPP,Res-UNet,Remote sensing,tensorflow2

项目介绍

遥感影像建筑物检测任务
目的:简化工作人员的建筑物轮廓目视解析任务
方法:使用卷积神经网络,在WHU建筑物数据集上进行训练,后使用自己的数据做迁移学习, 通过对5个模型预测结果的融合,得到最终的检测结果。
提供了两种预测方法:
1、在本地执行predict.py,对输入影像做建筑物检测
2、使用flask,把检测代码封装成API,给外部提供访问接口,请求方式为POST

文件介绍

1、CLient : 存放的是远程访问的客户端;
2、predict_model : 5个检测模块
3、receive_file : 存放每个客户端传来的数据(影像)
4、train_model : 5个神金网络模型
5、buildAPI.py : 提供外部访问的接口
6、edge_3.py : 轮廓优化代码
7、model_fuse.py : 模型融合代码
8、predict.py : 整理后的预测代码
9、data_enhancement.py : 数据增强模块+划分训练集与验证集

运行方式

方法一:在服务端运行buildAPI.py,客户端将影像以二进制传入, 以JSON形式返回,结果为base64格式的检测结果图,以及优化后的轮廓点
方法二:运行 8、predict.py,提前修改好待检测影像路径

作者

长沙理工大学1103实验室

待续...

building-detection's People

Contributors

lihualilee avatar mengyangy avatar

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