Giter Site home page Giter Site logo

olitheolix / ds2data Goto Github PK

View Code? Open in Web Editor NEW
1.0 3.0 0.0 1.53 MB

Space Sim Inspired Data Set for Machine Learning Purposes

License: Other

Python 99.35% Shell 0.65%
deep-learning machine-learning deep-neural-networks 3d-models space-sim tensorflow

ds2data's Introduction

DS2Data

A Space Sim inspired data set to experiment with machine learning.

The objects of interest are cubes with a number on them. You may think of it as a 3D version of the MNIST data set.

In addition to the training samples, the data also contains pre-rendered flight through a 3D space scene.

The meta data for the flight is in flightpath/meta.pickle. It contains, among other things, the screen position of each cube in each frame. The draw_bboxes.py script shows how to use this information to draw bounding boxes around all cubes.

Original Scene After draw_bboxes.py

Installation

Download the dataset and use it in your ML model as you see fit.

License

The data set and code are available under the Apache Software License 2.0.

Disclaimer

The numeral textures are royalty free images from PixaBay. The rendered images were created with PyHorde.

Results

My own models are in the models/ folder. The results are documented here

Feeback

I would be happy to hear from anyone who uses it. Does it work for you? Is something missing? Which ML models have you built for it and how well did they do?

ds2data's People

Contributors

olitheolix avatar

Stargazers

 avatar

Watchers

 avatar  avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.