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All Projects → UnityLabs → barracuda-style-transfer

UnityLabs / barracuda-style-transfer

Licence: other
Companion code for the Unity Style Transfer blog post, showcasing realtime style transfer using Barracuda.

Programming Languages

C#
18002 projects

Labels

unityrealtimeinferencestyle-transfer

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Barracuda Style Transfer code sample.

Style transfer applyed to Book of the Dead Environement Style transfer applyed to Book of the Dead Environment via Unity Barracuda.

This repo is the companion code for the Style Transfer blog post and presents how to setup the style transfer in a sample scene.

Instructions:

  • Open BarracudaStyleTransfer/SampleScene/SampleScene.unity with Unity 2019.4.1f1 LTS (2020.x should also work)
  • Run the scene. It can take some time to start due to the loading of the network.
  • The style transfer script is found on the Style Transfer Camera object

Important:

  • Only GPU workers are supported.
  • Only desktop are supported.
  • Use Barracuda 3.0.0.

Controls:

  • Left click to enable/disable style transfer.
  • Right click to cycle through the styles.
  • Mouse wheel up/down to increase/decrease the amount of framerate upsampling (see notes below)

Style transfer script settings:

  • Style Transfer / Model to use:

    • "Reference": Costly and heavier stylization network
    • "Ref but 32 channels": Optimized, lighter stylization network

  • Framerate Upsampling: Image-space bidirectional temporal scene reprojection (http://hhoppe.com/proj/bireproj/).

    • Use Framerate Upsampling : enable or disable framerate upsampling
    • Framerate Upsample Factor : by how much to (theoretically) multiply the framerate. Also corresponds to how many frames the style transfer computation will be spread on.

Known bugs/limitations:

  • The network was trained using sRGB data, the code in this repo explicitely handles conversion from texture to sRGB tensor. Support will be added to Barracuda in a later version.
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