Giter VIP home page Giter VIP logo

chauffeurnet-1's Introduction

ChauffeurNet:

ChauffeurNet : Learning to Drive by Imitating the Best and Synthesizing the Worst. Reproduction the result according to this paper[https://arxiv.org/pdf/1812.03079.pdf]. I just implement it on the basis of my comprehension,because the paper didn't introduce the neural network in every detail. The model is implemented by Keras with Tensorflow backend.

Roadmap:

1.Model and train and prediction with mocked data.[done] 2.Data pipeline for real data. 3.Train it in real world data. 4.Other approachs in paper. 5.Test it in simulation. I want the model can be used in different simulation environment. Welcome other contributors to integrate different open source or private simulators. I will combine my company's simulator and some simple simulators first. 6.Test it in Real world on china's urban road.

Model options:

1.use conv layers like U-Net(Conv+Upsampling/Deconv) [done] 2.Conv + Full Connect like artari-net 3.Fully Conv 4.Fully Conv + GRU

Links:

https://github.com/Iftimie/ChauffeurNet

Install:

anaconda3, python 3.6, keras 2.2.4, tensorflow 1.12.0

chauffeurnet-1's People

Contributors

aidriver avatar

Watchers

 avatar  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.