Neural Style Transfer: A Complete Guide to stylize your image

Do you always want to combine two image styles to create a unique picture? If yes, then with an AI tool, you can do neural style transfer with ease. Neural style allows you to transfer your photo to the unique image you desire without affecting the quality. By using the database and preferences, AI tools can provide personalized recommendations for neural style transfer. This breakthrough technology empowers businesses, artists, photographers, and individuals to offer style options for your image that you can use for various purposes. AI neural style transfer is the best technique an artist can have in their toolbox. With the assistance of this, you can create pieces that are impossible to achieve with skills and traditional methods.

Everything you need to know to neural style transfer

Neural style transfer(NST) is a unique type of image style technique which uses artificial algorithms and deep learning at its core. It is based on Convolutional Neural Networks (CNNs), which is very effective in computer vision tasks. In 2015, Leon A. Gatys, Alexander S. Ecker, and Matthias Bethge introduced this technique in their paper "A Neural Algorithm of Artistic Style." Since then, it has been gaining popularity worldwide for creating visually appealing images.

With NST anyone can create amazing art pieces without having knowledge about drawing or artwork. NST uses two images – the content image and the style image and blends them together to create a desired output. Here, the style image is the reference picture that can be of any famous artist, landscape, or anything you want to blend with. Neural style transfer uses a pre-trained convolutional neural network (CNN), such as VGG16 or VGG19, to extract features from the input images.



NST technique optimizes the output to match the content of the content image and the style of the reference image. To extract the statistics of both images, NST uses a convolutional network. This image styling provides endless possibilities for designing, coloring, and generating amazing paintings.

How do neural style transfers work?

Let's find out how neural style transfers work by gaining insights in the concepts below!

Input: You have to give two input images to the NST model – content and style image. Content image is one you want to preserve, and style image is one you want to apply. Now, the model will process both images to have the same size and format. It basically resizes the images to match their size with one another.

Content loss: The main thing anybody wants is for the output image should have a reflection of the content image. This is where content loss plays an important role. It calculates the difference between the feature maps of the content image and the final photo. The aim is to minimize the content loss, which encourages the output image to have similar characteristics to the content image.

Style loss: The style image also needs to pass through the selected layers of the model. And, the style loss is the comparison between the measure of Gram matrices of the feature maps of the content image and the final image.

Total Loss:The total loss is a combination of the content loss and the style loss, each weighted by their respective coefficients.

Optimization: Here the goal is to minimize the total loss. For this, NST adjusts the pixels of the final image using an optimization algorithm until the loss is minimized.

In the end, there is the high-quality output which is a blend of both content and style image.

How to use neural style transfer in CapCut

CapCut – a free AI tool is the best option for creating neural style transfer images within a few seconds. Its excellent algorithm minimizes the total loss and provides the best output as per your needs. Moreover, you can also edit the final image for aspect ratio and pixels before downloading to your system. CapCut saves you time and effort while transferring the style of your old or new photo.

Here are the steps for neural style transfer using CapCut.

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1. Upload your photo: First, launch capcut.com on browser and then go to "Magic Tools". Now, select "Image Style Transfer" and upload the content picture you want to transform into new style.
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3. Transform to a new style: Choose the style from the right side and click "Transfer". The tool will generate the stylized image in a few seconds.
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5. Edit and export: If you wish to edit the generated image, then click on "Edit more" at the top right corner. Now, you can set the size, light, resolution, and other things of the image. Finally, click on "Export" to download the final image on your system.



Using CapCut to transfer image style is very easy and quick. Try now!

Conclusion

Now, you have come to know everything about the neural style transfer and how it works. The best thing is that you can also transfer the image style using the best tools like CapCut. This AI tool opens up a world of creative possibilities, allowing you to effortlessly create personalized image style. Whether you're an artist, graphic designer, or simply an artwork lover, this style transfer tool is for everyone. You don't need any technical skills to use CapCut for creating pop art – try it now!