Code Monkey home page Code Monkey logo

resunet-a's Introduction

ResUnet-a

针对遥感影像的语义分割

原作者使用MXNet的实现[https://github.com/feevos/resuneta]

依赖

keras==2.2.2

tensorflow==1.9.0

cv2

numpy

训练

修改train.py中unet.train的第一个参数为数据集地址,第二个参数为模型存放地址

Predict

参照test.py 使用model.predict对一张图片进行预测,使用model.visual可视化预测

细微差别

关于PSPPooling的实现方法略有不同,这里参照了PSPNet的做法

这边将图片压缩一倍后进行训练,训练损失和验证损失

train accuracy train_loss val_accuracy val_loss

测试结果

11

预训练模型下载

训练及验证损失

train accuracy train_loss val_accuracy val_loss

测试结果

11

预训练模型下载

resunet-a's People

Contributors

chienwong avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.