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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>SAMannot: An Efficient Video Annotation Tool</title>
<meta name="description" content="SAMannot is an open-source, memory-efficient video annotation tool built on SAM2 for interactive video instance segmentation with fast keyframe labeling and mask propagation." />
<link rel="canonical" href="https://samannot.github.io/" />
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<meta name="theme-color" content="#111111" />
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<meta property="og:title" content="SAMannot" />
<meta property="og:description" content="SAM2-based interactive video instance segmentation for efficient keyframe annotation and propagation." />
<meta property="og:url" content="https://samannot.github.io/" />
<meta name="twitter:card" content="summary" />
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"description":"A memory-efficient, local, open-source framework for interactive video instance segmentation based on SAM2.",
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<body>
<!-- HERO (centered like VGG-T) -->
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-3 publication-title">SAMannot</h1>
<p class="subtitle is-5">A Segment Anything based video annotation tool.</p>
<p class="subtitle is-6">For efficient keyframe annotation and data propagation.</p>
<div class="buttons is-centered">
<a class="button is-dark is-rounded" href="https://github.com/gergelydinya/SAMannot" target="_blank"
rel="noopener noreferrer"><span class="icon">
<i class="fa-brands fa-github"></i>
</span>
<span>GitHub</span>
</a>
<a class="button is-dark is-rounded is-outlined"
href="https://arxiv.org/abs/2601.11301"
target="_blank"
rel="noopener noreferrer">
<span class="icon">
<i class="fa-solid fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- MAIN CONTENT (max width + consistent section styling) -->
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<!-- AUTHORS + AFFILIATIONS + CITATION -->
<section id="paper-info" class="section section-tight">
<div class="content has-text-centered">
<p style="font-size: 1.05rem; margin-bottom: 0.25rem;">
<strong>
Gergely Dinya<sup>1</sup>, András Gelencsér<sup>1</sup>, Krisztina Kupán<sup>2</sup>,
Clemens Küpper<sup>2</sup>, Kristóf Karacs<sup>3</sup>, <br>Anna Gelencsér-Horváth<sup>1,3</sup><sup>*</sup>
</strong>
</p>
<p style="margin-bottom: 0.25rem;">
<sup>1</sup> Faculty of Informatics, Eötvös Loránd University, Budapest, Hungary
<br>
<sup>2</sup> Max Planck Institute for Biological Intelligence, Seewiesen, Germany
<br>
<sup>3</sup> Faculty of Information Technology and Bionics, Pázmány Péter Catholic University, Budapest, Hungary
</p>
<p style="margin-top: 0.5rem;">
<sup>*</sup> Corresponding author:
<a href="mailto:gha@itk.ppke.hu">gha@itk.ppke.hu</a>
</p>
<hr style="margin: 1rem auto; max-width: 520px;">
<h2 class="title is-5" style="font-weight: 700; margin-bottom: 0.5rem;">Citation</h2>
<div class="content" style="text-align: left;">
<pre><code>@misc{samannot,
title={SAMannot: A Memory-Efficient, Local, Open-source Framework for Interactive Video Instance Segmentation based on SAM2},
author={Gergely Dinya and Andr{\'a}s Gelencs{\'e}r and Krisztina Kup{\'a}n and Clemens K{\"u}pper and Krist{\'o}f Karacs and Anna Gelencs{\'e}r-Horv{\'a}th},
year={2026},
eprint={2601.11301},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2601.11301},
}</code></pre>
</div>
</div>
</section>
<section id="about" class="section section-tight">
<h2 class="title is-4" style="font-weight: 700;">About</h2>
<div class="content has-text-justified">
<p>
<strong>SAMannot</strong> is a versitile video annotation tool built on top of Meta's Segment Anything
Model (<a href="https://github.com/facebookresearch/sam2" target="_blank" rel="noopener noreferrer">SAM2</a>).
It helps you create high-quality segmentation masks across video frames with minimal user interaction.
</p>
</div>
</section>
<div class="content" style="margin-top: 1rem;">
<div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden; max-width: 100%; border-radius: 8px;">
<iframe
src="https://www.youtube.com/embed/j5TVcVeuVZM"
title="SAMannot demo"
frameborder="0"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
allowfullscreen
style="position: absolute; top: 0; left: 0; width: 100%; height: 100%; border-radius: 8px;"
></iframe>
</div>
<p style="margin-top: 0.75rem; text-align: center;">
<a href="https://www.youtube.com/watch?v=j5TVcVeuVZM" target="_blank" rel="noopener noreferrer">
Watch on YouTube
</a>
</p>
</div>
<!-- <section id="features" class="section section-tight">
<h2 class="title is-4" style="font-weight: 700;">Features</h2>
<div class="content has-text-centered">
<video
autoplay
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controls
style="max-width: 100%; border-radius: 8px;"
>
<source src="media/SAMAnnot_demo_DAVIS_carousel.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
</section> -->
<section id="getting-started" class="section section-tight">
<h2 class="title is-4" style="font-weight: 700;">Getting Started</h2>
<div class="content has-text-justified">
<p>
If you would like to try SAMannot, you can download the code from the
<a href="https://github.com/gergelydinya/SAMannot" target="_blank" rel="noopener noreferrer">SAMannot</a>
repository. You can also find the installation guide and requirements there.
</p>
</div>
<!--
<div class="content">
<h3 class="title is-5">Clone the repository</h3>
<pre><code>git clone https://github.com/gergelydinya/SAMannot.git
cd SAMannot
conda create -n samannot python=3.10 -y
conda activate samannot
</code></pre>
<h3 class="title is-5">Installation (Linux)</h3>
<pre><code>pip install -r requirements.txt
cd sam2
pip install -e .
cd..
pip install --index-url https://download.pytorch.org/whl/cu121 torch torchvision torchaudio
cd ../checkpoints
./download_chckpts.sh
</code></pre>
<h3 class="title is-5">Run the tool</h3>
<pre><code> conda activate
python main.py
</code></pre>
</div>
</section>
</div>
</div>
</section>
<footer class="footer">
<div class="container">
<div class="columns is-centered">
<div class="column is-8">
<div class="content has-text-centered">
<p>
Project repository:
<a href="https://github.com/gergelydinya/SAMannot" target="_blank" rel="noopener noreferrer">
github.com/gergelydinya/SAMannot
</a>
</p>
</div>
</div>
</div>
</div>
</footer>
-->
</body>
</html>