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Hearthstone - Tensorflow Object Detection

This project is WIP

Linux only tested !

Description

This is a tool to collect Hearthstone data and feed with this the Tensorflow Object Detection API.

Getting starting

Collector

The collector will collect images with labels while playing, complete automatic. Its collect the battlefield, arena draft and the collection.

Set game to fullscreen 1920x1080 and start the collector:

python3 collect.py

After the collector got a new labeled image, the labelImg application starts and shows you the result. You can edit the labels and save, press ctrl+alt+z to delete it or just keep playing if the result is fine.

Battlefield

The collector gather the images after every own turn.

Collection (Not yet finish!)

The collector don't start automatic, you have to start the process with ctrl+alt+g if you want to stop it press ctrl+alt+s. It's recommended that you set the view of collection to wild cards, crafting and Include Uncraftable Cards like this: collection_example

Arena (Not yet implemented!)

The collector gather the images after every card pick.

Known Bugs

  • Gather images from the battlefield vs the Innkeeper is to late, the intern A.I. plays the cards directly after the turn. That result into wrong labeled images.

License

MIT License

Copyright (c) 2017 Dee

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.