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26 Feb 2021 13:37:50 UTC
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AI style transfer with StyleGAN blending : From renaissance art to real-life
In this video, I explain Generative adversarial networks (GANs) and present a wonderful neural network called StyleGAN which is simply phenomenal in image generation tasks.
I also introduce a concept of StyleGAN network blending which was recently introduced by Justin Pinkney [ https://www.justinpinkney.com/stylegan-network-blending/] . I show how this technique can be used to do style transfers across multiple domains with fantastic results.
StyleGAN/StyleGAN2 github : https://github.com/NVlabs/stylegan2
Justin pinkney's StyleGAN2 implementation:
https://github.com/justinpinkney/stylegan2
Toonify yourself : https://toonify.justinpinkney.com/
#AI #StyleTransfer #RenaissanceArt #Faces
I also introduce a concept of StyleGAN network blending which was recently introduced by Justin Pinkney [ https://www.justinpinkney.com/stylegan-network-blending/] . I show how this technique can be used to do style transfers across multiple domains with fantastic results.
StyleGAN/StyleGAN2 github : https://github.com/NVlabs/stylegan2
Justin pinkney's StyleGAN2 implementation:
https://github.com/justinpinkney/stylegan2
Toonify yourself : https://toonify.justinpinkney.com/
#AI #StyleTransfer #RenaissanceArt #Faces
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visualizing_neural_networks_unity3d
With the integration of a Neural network library in Unity3d , I thought it would be cool to render a simple neural network in it. This is a basic two layer classification model created and trained in Keras and ported to ONNX. Then I used the Baracuda plugin in Unity3d to load and run inference on the network.
I also had fun with Unity's HDRP pipeline in creating this proof of concept.
Since this turned out well I'm planning to cover other neural network models in a multi-part series and hopefully create a nice visualization tool to go along with it.
#AI #MachineLearning #Unity3D #NeuralNetworks
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