Skip to content

Space Sim Inspired Data Set for Machine Learning Purposes

License

Notifications You must be signed in to change notification settings

olitheolix/ds2data

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

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?

Releases

No releases published

Packages

No packages published