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<!DOCTYPE html>
<html>
<head>
<title>CSE 455 Final Project: Neural Style Transfer</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta charset='UTF-8'>
<meta name='color-scheme' content='dark light'>
<link rel='stylesheet' type="text/css" href='assets/stylesheets/build/main.css'>
<link rel='stylesheet' type="text/css" href='https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.14.0/css/all.min.css'>
<!-- Lato font -->
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Lato:wght@300&display=swap" rel="stylesheet">
<!-- Import AOS Library for card transitions -->
<link rel="stylesheet" href="https://unpkg.com/aos@next/dist/aos.css" />
<!-- jQuery -->
<!--<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>-->
</head>
<body>
<div class='profile'>
<div class='profile-picture-container '>
<img src='assets/images/arnav_illusion.png' class='profile-picture disable-select disable-drag' alt='Profile Picture' oncontextmenu="return false">
</div>
<div class='profile-description'>
<h1 class='title-large'>Neural Style Transfer</h1>
<p class='text-medium'>CSE 455 Final Project: Abhinav Bandari, Arnav Thareja, Karthikeya Vemuri, Alan Wu</p>
<div class="icons">
<a target="_blank" href="https://youtu.be/i3IajV4LmRE" class='center'><div class='icon center'><i class="fab fa-brands fa-youtube"></i></div></a>
<a target="_blank" href="https://colab.research.google.com/drive/1D-IXZvIgUwXR80kpyUMqPJaVT66HvBTa?usp=sharing" class='center'><div class='icon center'><i class="fas fa-solid fa-code"></i></div></a>
<a target="_blank" href="https://www.linkedin.com/in/arnavthareja/" class='center'><div class='icon center'><i class="fab fa-linkedin fa-2x"></i></div></a>
<a target="_blank" href="https://github.com/abx393/CSE-455-Final-Project/" class='center'><div class='icon center'><i class="fab fa-github fa-2x"></i></div></a>
<a target="_blank" href="mailto:athareja@uw.edu,abandari@uw.edu,karkeys1@uw.edu,alan8621@uw.edu" class='center'><div class='icon center'><i class="fas fa-envelope fa-2x"></i></div></a>
</div>
</div>
<div class='down-arrow center'>
<a href='#experience' onclick='select("Experience")'>
<div class='arrow'></div>
</a>
</div>
</div>
<div class='portfolio-menu flex-vertical' data-aos='fade-down' data-aos-anchor='#experience' data-aos-anchor-placement='top-top' data-aos-offset='-60'>
<div class='menu-buttons flex-horizontal'>
<div class='name-container'>
<a href='#'>
<p class='text-small'>Neural Style Transfer</p>
</a>
</div>
<button type="button" id='Experience' class='menu selected' onclick='select("Experience")'><a href='#experience'><h2 class='title-xs'>Introduction</h2></a></button>
<button type="button" id='Projects' class='menu' onclick='select("Projects")'><a href='#projects'><h2 class='title-xs'>Algorithm</h2></a></button>
<button type="button" id='Coursework' class='menu' onclick='select("Coursework")'><a href='#coursework'><h2 class='title-xs'>Gallery</h2></a></button>
<button type="button" id='Resume' class='menu' onclick='select("Resume")'><a href='#resume'><h2 class='title-xs'>Other</h2></a></button>
</div>
</div>
<div class='portfolio flex-vertical'>
<div id='experience'>
<div class='title-container center'>
<h2 class='title-medium portfolio-title'>Introduction</h2>
</div>
<div class='section-container flex-vertical'>
<div class='experience card flex-horizontal' data-aos='fade'>
<div class='experience content flex-vertical'>
<div class='experience description'>
<p class='text-small'>We built a neural style transfer model to take a content image and a style image and output the content image with the style from the style image applied to it.</p>
</div>
</div>
</div>
</div>
</div>
<div id='projects'>
<div class='title-container center'>
<h2 class='title-medium portfolio-title'>Algorithm</h2>
</div>
<div class='section-container flex-vertical'>
<div class='experience card' data-aos='fade'>
<div class='experience description'>
<p class='text-small'>
We use the VGGNet model architecture with weights pre-trained on ImageNet.
We initialize the combined image to the content image, and pass the content image, style image, and combined image into the model.
The model tunes the pixel values of the combined image until it represents a good combination of the content image and the style image.
</p>
<p class='text-small'>
The model's loss function consists of a weighted sum of a style loss and content loss.
The content loss is defined as the L1 distance between the output of the intermediate layers of the network for the content image and for the combined image.
The style loss is defined as the L1 distance between Gram matrices computed on the output of the intermediate layers of the network for the style image and for the combined image.
The Gram matrix we use measures the correlations between outputs of a specific layer.
</p>
<p class='text-small'>
Since the model's loss function consists of a weighted sum of the style loss and content loss,
we experimented with a range of weights for the style and content losses, and found that the generated images looked best when the style loss weight dominated the content loss weight.
In practice, we found that using a L1 loss function worked better than an L2 loss function, and produced combined images with more apparent influence from the style image.
</p>
</div>
</div>
</div>
</div>
<div id='coursework'>
<div class='title-container center'>
<h2 class='title-medium portfolio-title'>Gallery</h2>
</div>
<div class='section-container grid-3'>
<div class='project card flex-vertical' data-aos='fade'>
<div class='project title'>
<p class='title-small'>Style Image</p>
</div>
<div class='project description'>
<p class='text-small'>Style images are taken from a dataset of works from famous artists, or have been found online by us.</p>
</div>
</div>
<div class='project card flex-vertical' data-aos='fade'>
<div class='project title'>
<p class='title-small'>Content Image</p>
</div>
<div class='project description'>
<p class='text-small'>Content images are taken from a dataset of images from Google Images, taken from 500px, or have been created by us or found online by us.</p>
</div>
</div>
<div class='project card flex-vertical' data-aos='fade'>
<div class='project title'>
<p class='title-small'>Combined Image</p>
</div>
<div class='project description'>
<p class='text-small'>Combined images may appear distorted or have a different size than the original content image. This is due to the model expecting images to be square, requiring non-square content and style images to be resized.</p>
</div>
</div>
</div>
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