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<!DOCTYPE html>
<html>
<style>
body {
font-family: Arial;
font-size: 22;
}
a, a:hover, a:focus, a:active {
text-decoration: none;
color: #5DADE2;
}
pre {
border-radius: 10px;
background-color:#D3D3D3;
}
.content {
padding-top: 50px;
padding-bottom: 25px;
width: 70%;
margin:0 auto;
font-size:17px;
}
.container {
display: flex;
justify-content: center;
align-items: center;
}
</style>
<body>
<div class="content">
<center>
<h1>Tensor-to-Image: Image-to-Image Translation with Vision Transformers</h1>
<h3><a href="yigitgunduc.github.io">Yigit Gunduc</a></h3>
<h3><a href="">[GitHub]</a> <a href="">[Paper]</a></h3>
<img width=640 height=480 src="assets/prev.jpeg">
<h2>Abstract</h2>
<div class="container" style="text-align: left; width: 80%;">
<p>Transformers gain huge attention since they are first introduced and have a wide
range of applications. Transformers start to take over all areas of deep
learning and the Vision transformers paper also proved that they
can be used for computer vision tasks. In this paper, we utilized a
vision transformer-based custom-designed model, tensor-to-image, for the image
to image translation. With the help of self-attention, our model
was able to generalize and apply to different problems without a single
modification</p>
</div>
<hr>
<h2>Code & Paper</h2>
<div class="container">
<span>
<a href="https://arxiv.org/abs/2110.08037"><img width="214" height="297" src="assets/paper.png"></a>
</span>
<div style="text-align: left; padding: 25px;">
<a href="https://arxiv.org/abs/2110.08037"><p>Tensor-to-Image: Image-to-Image Translation with Vision Transformers</p></a>
<p>For the full and please see the <a href="github.com/yigitgunduc/tensor-to-image">GitHub</a> repo</p>
</div>
</div>
<hr>
<h2>Cite</h2>
</center>
<div class="container">
<p>If you use this code for your research, please cite our paper <a href="https://arxiv.org/abs/2110.08037">Tensor-to-Image: Image-to-Image Translation with Vision Transformers</a></p>
<span>
<pre>
<code>
@article{gunducc2021tensor,
title={Tensor-to-Image: Image-to-Image Translation with Vision Transformers},
author={G{\"u}nd{\"u}{\c{c}}, Yi{\u{g}}it},
journal={arXiv preprint arXiv:2110.08037},
year={2021}
}</code>
</pre>
</span>
</div>
</div>
</body>
</html>