Questions tagged [style-transfer]

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how can a VAE learn to generate a style for Neural Style Transfer?

I have come across this research paper where a Variational Autoencoder is used to map multiple styles from reference images to a linear latent space and then transfer the style to another image like ...
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What are the definitions for the content and style of an image without using deep neural network?

In deep learning, an image is said to contain two types of features. One is the content of the image and the other is the style of the image. Deep neural networks are generally used to obtain both ...
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Expression Transfer Deep Learning Problem

I have old video and I want to keep the person's face in the video but I want to transfer my facial expressions to that video. Is there any better alternative to first order motion model for that task ...
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What is currently the best GAN architecture for style transfer?

I know that StyleGan is producing great results. But I am not sure if it can be used for Style Transfer. My task is applying style from a real dataset A into a synthetic dataset B.
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How does a VGG-based Style-Loss incorporate color information?

I've recently been reading a lot about style transfer, its applications and implications. I understand what the Gram matrix is and does. I can program it. But one thing that has been boggling me is: ...
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Why the partial derivative is $0$ when $F_{ij}^l < 0$?. Math behind style transfer

I am currently in the process of reading and understanding the process of style transfer. I came across this equation in the research paper which went like - For context, here is the paragraph - ...
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How to apply the formatting of one json file to another. Coding style transfer for JSON

Time after time I need to merge two large JSON files, or more precisely add a json fragment to another file. The too pieces are often written by different people and have different formatting (spacing)...
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Upscaling a low-res IR image with a high res webcam image

I have a low resolution thermal/IR image (for example 32x32 or 80x64) and a high resolution webcam image. I would like to combine the two to "fake" a high resolution thermal image (I can ...
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In style transfer, why does the comparison between channels give a good sense of style?

I have been learning about Style Transfer recently. Style is defined as The correlation of activations between channels. I can't seem to understand why that would be true. Intuitively, style seems ...
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