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virtualwardrobe's Introduction

Virtual Wardrobe

A proof of concept application of a virtual wardrobe, which is able to scan clothes and display them on a 3D model of a character. This was achieved by combining C++, Python as well as Unreal Engine 4. To scan the clothes a Kinect V2 is used. A C++ class provides easy access to stored clothes and scanning for new ones. Furthermore, a convolutional neural network was trained to recognize which category a clothing item belongs to. It recognized the different categories very well and - for example - had a confidence of around 92% when predicting jeans.

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To download a precompiled binary version click here.

License

All rights, titles to, ownership of and all intellectual property rights and all other proprietary rights in the Software belong to, vest in and shall remain by Leonardo Galli (2018). Exceptions include personal and educational use.

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virtualwardrobe's Issues

Need Help

Will this work with kinect sdk 1.8?

Multithread adding a print again

Did not work last time, but I think I figured out why: Python can only call one function at once.

  • Better manage python calling (maybe through singleton?)
  • Improve threading.

Remove unnecessary code

  • Not used wardrobe modes
  • Not used argument in StartWardrobeManager: FString databaseFile
  • TilableCreator

BUG Fix: Freeze when scanning print.

Seems to be stuck in some function in opencv 3. Currently compiling opencv 3 to have debugging capabilities. -> Is due to thread lock. NEVER INITIALIZE PYTHON OUTSIDE MAIN THREAD!!!

  • Compile opencv 3 to debug error
  • Realize error
  • prevent freezing from happening

Further train CNN with pictures of clothes recorded from kinect.

Maybe only train using pictures from kinect.

  • Write nice interface for saving multiple photos (maybe)
  • Create better folder structure
  • Create portable version for different BGs and lighting settings (waiting for new macbook)
  • Select which T-Shirts, hoodies, jeans and shorts.

Fix Lighting Build

Somehow lighting cannot built. Stuck at ~93%. Sucks especially since red error message is not very nice looking.

  • Investigate Lighting

Fixing Python (especially multithreading)

  • Creating generic runnable for python functions (Handles PyGILState)
  • Readding possibility to change Python Dir

Generic Parent class:

  • Always ensures ThreadLock (PyGILState_*) in run method

Singleton class controlling all Python Runnables:

  • Different threads different priorities
  • Shutdown all python threads with one function
  • Usual singleton patterns ... (copy stuff from FCategoryPredicting)

Rename repository!

Also change in PAPER!!!!

Also rename UE4 project or include notice in appendix!!!!!

dependency issues

the release doesn't work on windows
because the imagemagick dlls are missing, they need to be redistributed, too

Finish writing first draft of essay.

  • Acknowledgments
  • Preface
  • Technical Introduction
  • Proof of Concept
    • Python Part
    • Wardrobe Manager
    • Combining C++ and Python
  • Deep Learning
    • Deep Learning explained
    • How my CNN works and where I got the training data.
  • Outlooks
  • Conclusion
  • Evaluation

Write EE

  • Abstract
  • Introduction
  • Deep Learning Explained
  • My use case
  • Deep Learning vs other methods in my case
  • My CNN explained and where I got the data
  • Conclusion
  • Evaluation

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