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Questions tagged [style-transfer]

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2 votes
2 answers
209 views

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: ...
1 vote
1 answer
113 views

Are there any style transfer algorithms that use multiple images (rather than just one)?

The original paper for style transfer only supports one image as an input. However I was interested if there is a model that uses multiple images, preferrably in a way that doesn't require users to ...
2 votes
0 answers
37 views

How to learn text style in an article using LLMs?

What is the best way to learn text style in an article? By text style I mean special characteristics and patterns inherent to different authors/group's writing style. For-example, author attribution ...
2 votes
1 answer
62 views

In neural style transfer, why do we focus on a single style image?

In all the descriptions of neural style transfer that I've seen so far, there is a single style image and a single content image, and the task is to produce a new image with the style of one image and ...
1 vote
0 answers
16 views

Neural network architecture or code for style transfer with aligned data

As a follow-up on Open-source vocal cloning (speech-to-speech neural style transfer), I want to create a voice clone. Unfortunately, the answers in the thread above do not apply to my language and ...
4 votes
2 answers
6k views

Open-source vocal cloning (speech-to-speech neural style transfer)

I want to program and train a voice cloner, in part to learn about this area of AI, and in part to use as a prototype of audio for testing and getting feedback from early adopters before recording in ...
1 vote
0 answers
16 views

Transfer the colors of a face from a photo inside a drawing

I have a photo of a real person. I have a colorized picture of a resembling person (same angle, different lighting and colors, drawing look alike) I would like to transfer the colors of the photo ...
0 votes
1 answer
44 views

Can any GAN's utilize labels in their datasets while they are training?

It seems to me that the Generative Adversarial Networks have a practical issue when trying to reproduce some of their output images For example, as you can see https://www.youtube.com/watch?v=...
2 votes
0 answers
55 views

Text rewriting with learning of writing style

I do a lot of scientific writing in my job. Unfortunately, I often also have to rewrite amateurish text that some students write for manuscripts. They use tools like grammarly to fix grammar issues, ...
3 votes
0 answers
391 views

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 ...
2 votes
0 answers
163 views

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 ...
0 votes
0 answers
23 views

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 ...
0 votes
1 answer
120 views

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 - ...
0 votes
0 answers
33 views

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)...
0 votes
0 answers
197 views

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 ...
2 votes
1 answer
133 views

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 ...