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<!DOCTYPE HTML>
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<title>The Menpo Project · The Menpo Project</title>
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<li class="header">Table of Contents</li>
<li class="chapter active" data-level="1.1" data-path="./">
<a href="./">
The Menpo Project
</a>
</li>
<li class="chapter " data-level="1.2" data-path="installation/">
<a href="installation/">
Installation
</a>
<ul class="articles">
<li class="chapter " data-level="1.2.1" data-path="installation/conda.html">
<a href="installation/conda.html">
Conda
</a>
<ul class="articles">
<li class="chapter " data-level="1.2.1.1" data-path="installation/windows/">
<a href="installation/windows/">
Windows
</a>
<ul class="articles">
<li class="chapter " data-level="1.2.1.1.1" data-path="installation/windows/beginner.md">
<span>
Beginner
</a>
</li>
<li class="chapter " data-level="1.2.1.1.2" data-path="installation/windows/expert.md">
<span>
Expert
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.2.1.2" data-path="installation/macos/">
<a href="installation/macos/">
macOS
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<ul class="articles">
<li class="chapter " data-level="1.2.1.2.1" data-path="installation/macos/beginner.html">
<a href="installation/macos/beginner.html">
Beginner
</a>
</li>
<li class="chapter " data-level="1.2.1.2.2" data-path="installation/macos/expert.html">
<a href="installation/macos/expert.html">
Expert
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.2.1.3" data-path="installation/linux/">
<a href="installation/linux/">
Linux
</a>
<ul class="articles">
<li class="chapter " data-level="1.2.1.3.1" data-path="installation/linux/beginner.html">
<a href="installation/linux/beginner.html">
Beginner
</a>
</li>
<li class="chapter " data-level="1.2.1.3.2" data-path="installation/linux/expert.html">
<a href="installation/linux/expert.html">
Expert
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.2.1.4" data-path="installation/expert_quick_start.html">
<a href="installation/expert_quick_start.html">
Expert Quick Start
</a>
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<li class="chapter " data-level="1.2.1.5" data-path="installation/development.html">
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Development
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<li class="chapter " data-level="1.2.2" data-path="installation/pip.html">
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Pip
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</ul>
</li>
<li class="chapter " data-level="1.3" data-path="menpo/">
<a href="menpo/">
menpo
</a>
<ul class="articles">
<li class="chapter " data-level="1.3.1" data-path="menpo/introduction.html">
<a href="menpo/introduction.html">
Introduction
</a>
</li>
<li class="chapter " data-level="1.3.2" data-path="menpo/datatypes.html">
<a href="menpo/datatypes.html">
Data Types
</a>
</li>
<li class="chapter " data-level="1.3.3" data-path="menpo/consistency.html">
<a href="menpo/consistency.html">
Consistency
</a>
</li>
<li class="chapter " data-level="1.3.4" data-path="menpo/vectorizing.html">
<a href="menpo/vectorizing.html">
Vectorizing
</a>
</li>
<li class="chapter " data-level="1.3.5" data-path="menpo/visualization.html">
<a href="menpo/visualization.html">
Visualization
</a>
</li>
<li class="chapter " data-level="1.3.6" >
<a target="_blank" href="https://menpo.readthedocs.io/">
API Documentation
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.4" data-path="menpofit/">
<a href="menpofit/">
menpofit
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.1" data-path="menpofit/basics.html">
<a href="menpofit/basics.html">
Basics
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.1.1" data-path="menpofit/importing.html">
<a href="menpofit/importing.html">
Importing Images
</a>
</li>
<li class="chapter " data-level="1.4.1.2" data-path="menpofit/training.html">
<a href="menpofit/training.html">
Training
</a>
</li>
<li class="chapter " data-level="1.4.1.3" data-path="menpofit/fitting.html">
<a href="menpofit/fitting.html">
Fitting
</a>
</li>
<li class="chapter " data-level="1.4.1.4" data-path="menpofit/result.html">
<a href="menpofit/result.html">
Fitting Result
</a>
</li>
<li class="chapter " data-level="1.4.1.5" data-path="menpofit/visualization.html">
<a href="menpofit/visualization.html">
Visualizing Objects
</a>
</li>
<li class="chapter " data-level="1.4.1.6" data-path="menpofit/experiments.html">
<a href="menpofit/experiments.html">
Running Experiments
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.4.2" data-path="menpofit/pdm.html">
<a href="menpofit/pdm.html">
Point Distribution Model
</a>
</li>
<li class="chapter " data-level="1.4.3" data-path="menpofit/affine_image_alignment.html">
<a href="menpofit/affine_image_alignment.html">
Affine Image Alignment
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.3.1" data-path="menpofit/lk.html">
<a href="menpofit/lk.html">
Lucas-Kanade
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.4.4" data-path="menpofit/deformable_image_alignment.html">
<a href="menpofit/deformable_image_alignment.html">
Deformable Image Alignment
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.4.1" data-path="menpofit/atm.html">
<a href="menpofit/atm.html">
Active Template Model
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.4.5" data-path="menpofit/landmark_localization.html">
<a href="menpofit/landmark_localization.html">
Landmark Localization
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.5.1" data-path="menpofit/aam.html">
<a href="menpofit/aam.html">
Active Appearance Model
</a>
</li>
<li class="chapter " data-level="1.4.5.2" data-path="menpofit/aps.html">
<a href="menpofit/aps.html">
Active Pictorial Structures
</a>
</li>
<li class="chapter " data-level="1.4.5.3" data-path="menpofit/clm.html">
<a href="menpofit/clm.html">
Constrained Local Model
</a>
</li>
<li class="chapter " data-level="1.4.5.4" data-path="menpofit/sdm.html">
<a href="menpofit/sdm.html">
Supervised Descent Method
</a>
</li>
<li class="chapter " data-level="1.4.5.5" data-path="menpofit/ert.html">
<a href="menpofit/ert.html">
Ensemble of Regression Trees
</a>
</li>
</ul>
</li>
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References
</a>
</li>
<li class="chapter " data-level="1.4.7" >
<a target="_blank" href="https://menpofit.readthedocs.io/">
API Documentation
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.5" data-path="menpodetect/">
<a href="menpodetect/">
menpodetect
</a>
<ul class="articles">
<li class="chapter " data-level="1.5.1" >
<a target="_blank" href="https://menpodetect.readthedocs.io/">
API Documentation
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.6" data-path="menpo3d/">
<a href="menpo3d/">
menpo3d
</a>
</li>
<li class="chapter " data-level="1.7" data-path="menpocli/">
<a href="menpocli/">
menpocli
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<li class="chapter " data-level="1.8" data-path="landmarkerio/">
<a href="landmarkerio/">
landmarker.io
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<li class="chapter " data-level="1.8.1" data-path="landmarkerio/specifications.html">
<a href="landmarkerio/specifications.html">
Specifications
</a>
</li>
<li class="chapter " data-level="1.8.2" data-path="landmarkerio/userguide.html">
<a href="landmarkerio/userguide.html">
User Guide
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</li>
<li class="chapter " data-level="1.8.3" data-path="landmarkerio/snap_mode.html">
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Snap Mode
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.9" data-path="examples/">
<a href="examples/">
Examples
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<li class="chapter " data-level="1.10" data-path="manifesto.html">
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Manifesto
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<li class="chapter " data-level="1.11" data-path="team.html">
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The Menpo Team
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Citation
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FAQ
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<a href="." >The Menpo Project</a>
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<strong style="font-size: 200%; font-family: 'HelveticaNeue-Light', 'Helvetica Neue Light', 'Helvetica Neue', Helvetica, Arial, 'Lucida Grande', sans-serif; font-weight: 500;">The Menpo Project</strong>
<div style="max-width: 200px;">The Python framework for deformable modelling</div>
</div>
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<div style="font-size: 80%">comfortable with <a href="http://conda.pydata.org" target="_blank">conda</a>?</div>
<code style="padding: 7px;">conda install -c conda-forge menpo</code>
<div style="font-size: 80%; margin-top: 10px;"><a href="installation">more install options (inc. pip)</a></div>
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</center>
<br>
<!---
MAIN DESCRIPTION
-->
The Menpo Project is a set of BSD licensed Python frameworks and associated tooling that provide end-to-end solutions for 2D and 3D deformable modeling. The project includes training and fitting code for various state-of-the-art methods such as:</p>
<ul>
<li>Active Appearance Model (AAM)</li>
<li>Supervised Descent Method (SDM)</li>
<li>Ensemble of Regression Trees (ERT) (powered by <a href="http://dlib.net/" title="dlib C++ Library" target="_blank">dlib</a>)</li>
<li>Constrained Local Model (CLM)</li>
<li>Active Shape Model (ASM)</li>
<li>Active Pictorial Structures (APS)</li>
<li>Lucas-Kanade (LK) and Active Template Model (ATM)</li>
</ul>
<p>The Menpo Project also provides:</p>
<ul>
<li>a web-based tool for <strong>annotation of bulk data</strong> for model training</li>
<li>a <strong>command line tool</strong> for landmark localisation with state-of-the-art <strong>pre-trained</strong> models</li>
<li>generic <strong>object detection</strong> in terms of a bounding box</li>
<li>an <strong>elegant standard library</strong> with simple dependencies, useful for many areas of computer vision</li>
<li>sophisticated visualization with <strong>interactive IPython/Jupyter widgets</strong></li>
</ul>
<p>All of the code is Open Source and can be found over on the <a href="https://github.com/menpo/" title="The Menpo Project on Github" target="_blank">Menpo Github Organisation</a>.</p>
<hr>
<h2 id="packages">Packages</h2>