Code Monkey home page Code Monkey logo

deep-learning-for-image-processing's Introduction

深度学习在图像处理中的应用教程

前言

  • 本教程是对本人研究生期间的研究内容进行整理总结,总结的同时也希望能够帮助更多的小伙伴。后期如果有学习到新的知识也会与大家一起分享。
  • 本教程会以视频的方式进行分享,教学流程如下:
    1)介绍网络的结构与创新点
    2)使用Pytorch进行网络的搭建与训练
    3)使用Tensorflow(内部的keras模块)进行网络的搭建与训练

教程目录(后期会根据学习内容增加)

  • 图像分类
    • LeNet(已完成)
    • AlexNet(已完成)
    • VggNet(已完成)
    • GoogLeNet(已完成)
    • ResNet(已完成)
    • MobileNet(已完成)
    • ShuffleNet (准备中)
  • 目标识别检测
    • Faster RCNN/FPN(进行中)
    • SSD/RetinaNet (进行中)
    • YOLO v3
  • 目标分割

所需环境

  • Anaconda3(建议使用)
  • python3.6
  • pycharm 2019.3 (IDE)
  • pytorch 1.5 (pip package)
  • torchvision 0.6.0 (pip package)
  • tensorflow 2.1 (pip package)

你可能遇到的问题

如果有什么问题,也可以到我的CSDN中一起讨论。
https://blog.csdn.net/qq_37541097/article/details/103482003

我的bilibili频道: https://space.bilibili.com/18161609/channel/index

我的优酷播单: http://list.youku.com/albumlist/show/id_52338354

deep-learning-for-image-processing's People

Contributors

wzmiaomiao 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.