<figure class="image"><img src="https://storage.yandexcloud.net/datasouls-ods/files/5b6b76bb/image.png" /></figure>

<p>Collection of measures and metrics for automatic image quality assessment in various image-to-image tasks such as denoising, super-resolution, image generation etc. This easy to use yet flexible and extensive library is developed with focus on reliability and reproducibility of results. Use your favorite measures as losses for training neural networks with ready-to-use <a href="https://pytorch.org/">PyTorch</a> modules.</p>

<p>Check out our <a href="https://github.com/photosynthesis-team/piq ">GitHub repository</a> for more information.</p>

<p>&nbsp;</p>

<h2>Getting started</h2>

<p><i>PyTorch Image Quality</i> helps you to concentrate on your experiments without the boilerplate code. The library contains a set of measures and metrics that is constantly getting extended. For measures/metrics that can be used as loss functions, corresponding <a href="https://pytorch.org/">PyTorch</a> modules are implemented.</p>

<h3>Installation</h3>

<pre>
<code class="language-plaintext">$ pip install piq
$ conda install piq -c photosynthesis-team -c conda-forge -c pytorch</code></pre>

<h3>Roadmap</h3>

<p>See the <a href="https://github.com/photosynthesis-team/piq/issues">open issues</a> for a list of proposed features and known issues.</p>

<h3>Contributing</h3>

<p>We appreciate all contributions. If you plan to:</p>

<ul>
	<li>contribute back bug-fixes, please do so without any further discussion</li>
	<li>close one of <a href="https://github.com/photosynthesis-team/piq/issues">open issues</a>, please do so if no one has been assigned to it</li>
	<li>contribute new features, utility functions or extensions, please first open an issue and discuss the feature with us</li>
</ul>

<p>Please see the <a href="https://github.com/photosynthesis-team/piq/blob/master/CONTRIBUTING.md">contribution guide</a> for more information.</p>

Denis Prokopenko

Sergey Kastryulin

Jamil Zakirov

Measures and metrics for image2image tasks. PyTorch.

PyTorch Image Quality (PIQ)Founded 4 years ago

PyTorch Image Quality (PIQ)
Founded 4 years ago