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Expand Up @@ -285,5 +285,3 @@ class DiffusionModel(keras.Model):
generated_images = self.denormalize(generated_images)
return generated_images
```

## 7. 참고자료
17 changes: 2 additions & 15 deletions book/_build/html/docs/review/DDIM.html
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Expand Up @@ -121,12 +121,12 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
Expand Down Expand Up @@ -268,11 +268,6 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
6. Code
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
7. 참고자료
</a>
</li>
</ul>

</nav>
Expand Down Expand Up @@ -335,11 +330,6 @@ <h2> 내용 </h2>
6. Code
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
7. 참고자료
</a>
</li>
</ul>

</nav>
Expand Down Expand Up @@ -709,9 +699,6 @@ <h2>6. Code<a class="headerlink" href="#code" title="Permalink to this headline"
</pre></div>
</div>
</section>
<section id="id13">
<h2>7. 참고자료<a class="headerlink" href="#id13" title="Permalink to this headline"></a></h2>
</section>
</section>

<script type="text/x-thebe-config">
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<link rel="shortcut icon" href="../../_static/PseudoLab_logo.png"/>
<link rel="index" title="Index" href="../../genindex.html" />
<link rel="search" title="Search" href="../../search.html" />
<link rel="prev" title="A Style-Based Generator Architecture for Generative Adversarial Networks" href="StyleGAN.html" />
<link rel="next" title="Denoising Diffusion Implicit Models(DDIM)" href="DDIM.html" />
<link rel="prev" title="A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)" href="StyleGAN.html" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="docsearch:language" content="None">

Expand Down Expand Up @@ -121,19 +122,24 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1 current active">
<a class="current reference internal" href="#">
Denoising Diffusion Probabilistic Models(DDPM)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="DDIM.html">
Denoising Diffusion Implicit Models(DDIM)
</a>
</li>
</ul>

</div>
Expand Down Expand Up @@ -431,7 +437,7 @@ <h2> 내용 </h2>
<div class="admonition-information admonition">
<p class="admonition-title">Information</p>
<ul class="simple">
<li><p><strong>Title:</strong> {Denoising Diffusion Probabilistic Models}, {ICLR 2021}</p></li>
<li><p><strong>Title:</strong> Denoising Diffusion Probabilistic Models (ICLR 2021)</p></li>
<li><p><strong>Reference</strong></p>
<ul>
<li><p>Paper: <a class="reference external" href="https://arxiv.org/abs/2006.11239">https://arxiv.org/abs/2006.11239</a></p></li>
Expand Down Expand Up @@ -971,9 +977,16 @@ <h2>4-1. Sample quality<a class="headerlink" href="#sample-quality" title="Perma
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">A Style-Based Generator Architecture for Generative Adversarial Networks</p>
<p class="prev-next-title">A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)</p>
</div>
</a>
<a class='right-next' id="next-link" href="DDIM.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Denoising Diffusion Implicit Models(DDIM)</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>

</div>
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />

<title>A Style-Based Generator Architecture for Generative Adversarial Networks &#8212; Text-to-Image Generation</title>
<title>A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN) &#8212; Text-to-Image Generation</title>

<link href="../../_static/css/theme.css" rel="stylesheet">
<link href="../../_static/css/index.ff1ffe594081f20da1ef19478df9384b.css" rel="stylesheet">
Expand Down Expand Up @@ -60,7 +60,7 @@
<link rel="index" title="Index" href="../../genindex.html" />
<link rel="search" title="Search" href="../../search.html" />
<link rel="next" title="Denoising Diffusion Probabilistic Models(DDPM)" href="DDPM.html" />
<link rel="prev" title="Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)" href="cycleGAN.html" />
<link rel="prev" title="Cycle-Consistent Adversarial Networks (CycleGAN)" href="cycleGAN.html" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="docsearch:language" content="None">

Expand Down Expand Up @@ -122,19 +122,24 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1 current active">
<a class="current reference internal" href="#">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="DDPM.html">
Denoising Diffusion Probabilistic Models(DDPM)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="DDIM.html">
Denoising Diffusion Implicit Models(DDIM)
</a>
</li>
</ul>

</div>
Expand Down Expand Up @@ -257,7 +262,7 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
<div class="col-12 col-md-9 pl-md-3 pr-md-0">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>A Style-Based Generator Architecture for Generative Adversarial Networks</h1>
<h1>A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
Expand Down Expand Up @@ -315,8 +320,8 @@ <h2> 내용 </h2>
<li><p><strong>Last updated on Apr. 12, 2023</strong></p></li>
</ul>
</div>
<section class="tex2jax_ignore mathjax_ignore" id="a-style-based-generator-architecture-for-generative-adversarial-networks">
<h1>A Style-Based Generator Architecture for Generative Adversarial Networks<a class="headerlink" href="#a-style-based-generator-architecture-for-generative-adversarial-networks" title="Permalink to this headline"></a></h1>
<section class="tex2jax_ignore mathjax_ignore" id="a-style-based-generator-architecture-for-generative-adversarial-networks-stylegan">
<h1>A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)<a class="headerlink" href="#a-style-based-generator-architecture-for-generative-adversarial-networks-stylegan" title="Permalink to this headline"></a></h1>
<p>오늘 알아볼 모델은 StyleGAN입니다. 기존에 다뤘던 GAN과 같이 이미지를 생성하는 모델입니다. generator 구조를 변경함으로써 성능을 올리고 feature의 control이 가능하게 했습니다. loss나 discriminator 구조 개선에 관한 논문은 아닙니다. 먼저 결과를 보도록 하죠.</p>
<figure class="align-default" id="markdown-fig">
<a class="bg-primary mb-1 reference internal image-reference" href="../../_images/styleGAN_fig1.png"><img alt="stylegan_01" class="bg-primary mb-1" src="../../_images/styleGAN_fig1.png" style="width: 700px;" /></a>
Expand Down Expand Up @@ -492,7 +497,7 @@ <h2>실험 결과<a class="headerlink" href="#id7" title="Permalink to this head
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)</p>
<p class="prev-next-title">Cycle-Consistent Adversarial Networks (CycleGAN)</p>
</div>
</a>
<a class='right-next' id="next-link" href="DDPM.html" title="next page">
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />

<title>Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN) &#8212; Text-to-Image Generation</title>
<title>Cycle-Consistent Adversarial Networks (CycleGAN) &#8212; Text-to-Image Generation</title>

<link href="../../_static/css/theme.css" rel="stylesheet">
<link href="../../_static/css/index.ff1ffe594081f20da1ef19478df9384b.css" rel="stylesheet">
Expand Down Expand Up @@ -57,7 +57,7 @@
<link rel="shortcut icon" href="../../_static/PseudoLab_logo.png"/>
<link rel="index" title="Index" href="../../genindex.html" />
<link rel="search" title="Search" href="../../search.html" />
<link rel="next" title="A Style-Based Generator Architecture for Generative Adversarial Networks" href="StyleGAN.html" />
<link rel="next" title="A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)" href="StyleGAN.html" />
<link rel="prev" title="Generative Adversarial Network (GAN)" href="gan.html" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="docsearch:language" content="None">
Expand Down Expand Up @@ -120,19 +120,24 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1 current active">
<a class="current reference internal" href="#">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="DDPM.html">
Denoising Diffusion Probabilistic Models(DDPM)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="DDIM.html">
Denoising Diffusion Implicit Models(DDIM)
</a>
</li>
</ul>

</div>
Expand Down Expand Up @@ -385,7 +390,7 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
<div class="col-12 col-md-9 pl-md-3 pr-md-0">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)</h1>
<h1>Cycle-Consistent Adversarial Networks (CycleGAN)</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
Expand Down Expand Up @@ -575,8 +580,8 @@ <h2> 내용 </h2>
<li><p><strong>Last updated on Apr. 12, 2023</strong></p></li>
</ul>
</div>
<section class="tex2jax_ignore mathjax_ignore" id="unpaired-image-to-image-translation-using-cycle-consistent-adversarial-networks-cyclegan">
<h1>Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)<a class="headerlink" href="#unpaired-image-to-image-translation-using-cycle-consistent-adversarial-networks-cyclegan" title="Permalink to this headline"></a></h1>
<section class="tex2jax_ignore mathjax_ignore" id="cycle-consistent-adversarial-networks-cyclegan">
<h1>Cycle-Consistent Adversarial Networks (CycleGAN)<a class="headerlink" href="#cycle-consistent-adversarial-networks-cyclegan" title="Permalink to this headline"></a></h1>
<section id="abstract">
<h2>Abstract<a class="headerlink" href="#abstract" title="Permalink to this headline"></a></h2>
<ul class="simple">
Expand Down Expand Up @@ -845,7 +850,7 @@ <h2>Limitations and Discusssion<a class="headerlink" href="#limitations-and-disc
<a class='right-next' id="next-link" href="StyleGAN.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">A Style-Based Generator Architecture for Generative Adversarial Networks</p>
<p class="prev-next-title">A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
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Expand Up @@ -110,12 +110,12 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
Expand Down
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Expand Up @@ -119,12 +119,12 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
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Expand Up @@ -116,12 +116,12 @@ <h1 class="site-logo" id="site-title">Text-to-Image Generation</h1>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/cycleGAN.html">
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (cycleGAN)
Cycle-Consistent Adversarial Networks (CycleGAN)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="docs/review/StyleGAN.html">
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks (StyleGAN)
</a>
</li>
<li class="toctree-l1">
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