Giter VIP home page Giter VIP logo

semantic-segmentation's Introduction

Semantic-Segmentation语义分割模型在Keras当中的实现


注意事项

语义分割就要重置了!现在已经重置的有PSPnet。
PSPnet-Keras重制版如下:
源码路径:https://github.com/bubbliiiing/pspnet-keras
视频地址:https://www.bilibili.com/video/BV1bz4y1f77C

PSPnet-Pytorch重制版如下:
源码路径:https://github.com/bubbliiiing/pspnet-pytorch
视频地址:https://www.bilibili.com/video/BV1zt4y1q7HH

目录

  1. 所需环境 Environment
  2. 使用方法与数据集下载 Download
  3. 训练效果 Performance
  4. 参考资料 Reference

2020/5/13更新

将所有的loss进行了修改,此前所用的binary_crossentropy不是特别好,换成categorical_crossentropy了!

所需环境

tensorflow-gpu==1.13.1
keras==2.1.5

使用方法与数据集下载

你可以下载后进入你所想要训练的模型的文件夹,然后运行train.py进行训练。
在训练之前,需要先下载数据集,并将其存储到dataset中。
大家关心的多分类的代码在Muiti_Class_deeplab_Mobile里。

斑马线数据集:
链接:https://pan.baidu.com/s/1uzwqLaCXcWe06xEXk1ROWw 提取码:pp6w

VOC数据集:
链接: https://pan.baidu.com/s/1Urh9W7XPNMF8yR67SDjAAQ 提取码: cvy2

训练效果

原图Before 原图Before

SegNet_Mobile

处理后After processing 处理后After processing

Unet_Mobile

处理后After processing 处理后After processing

pspnet_Mobile

处理后After processing 处理后After processing

pspnet_Multi_Mobile

处理后After processing 处理后After processing

Reference

image-segmentation-keras

semantic-segmentation's People

Contributors

bubbliiiing 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.