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Welcome — MenpoFit 0.4.1 documentation

Welcome to the MenpoFit documentation! MenpoFit is a Python package for building, fitting and manipulating deformable models. It includes state-of-the-art deformable modelling techniques implemented on top of the Menpo. Project. Currently, the techniques that have been implemented include:. Active Appearance Model (AAM). Active Pictorial Structures (APS). Weighted Gauss-Newton Optimisation with fixed Jacobian and Hessian. Active Template Model (ATM). Lucas-Kanade Image Alignment (LK). On Read the Docs.

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Welcome — MenpoFit 0.4.1 documentation | menpofit.readthedocs.io Reviews
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Welcome to the MenpoFit documentation! MenpoFit is a Python package for building, fitting and manipulating deformable models. It includes state-of-the-art deformable modelling techniques implemented on top of the Menpo. Project. Currently, the techniques that have been implemented include:. Active Appearance Model (AAM). Active Pictorial Structures (APS). Weighted Gauss-Newton Optimisation with fixed Jacobian and Hessian. Active Template Model (ATM). Lucas-Kanade Image Alignment (LK). On Read the Docs.
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1 menpofit
2 user guide
3 quick start
4 introduction
5 building models
6 fitting models
7 fitting result
8 visualizing objects
9 references
10 the menpofit api
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menpofit,user guide,quick start,introduction,building models,fitting models,fitting result,visualizing objects,references,the menpofit api,deformable models,internal api,docs,raquo;,welcome,edit on github,holistic,patch based,masked,linear,linear masked
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Welcome — MenpoFit 0.4.1 documentation | menpofit.readthedocs.io Reviews

https://menpofit.readthedocs.io

Welcome to the MenpoFit documentation! MenpoFit is a Python package for building, fitting and manipulating deformable models. It includes state-of-the-art deformable modelling techniques implemented on top of the Menpo. Project. Currently, the techniques that have been implemented include:. Active Appearance Model (AAM). Active Pictorial Structures (APS). Weighted Gauss-Newton Optimisation with fixed Jacobian and Hessian. Active Template Model (ATM). Lucas-Kanade Image Alignment (LK). On Read the Docs.

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User Guide — MenpoFit 0.4.1 documentation

http://menpofit.readthedocs.io/en/stable/userguide/index.html

The User Guide is designed to give you an overview of the key concepts within MenpoFit. In particular, we want to try and explain some of the design decisions that we made and demonstrate why we think they are powerful concepts for building, fitting and analysing deformable models. User Group and Issues. What makes MenpoFit better? Provided by Read the Docs. On Read the Docs. Free document hosting provided by Read the Docs.

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MaskedATM — MenpoFit 0.4.1 documentation

http://menpofit.readthedocs.io/en/stable/api/menpofit/atm/MaskedATM.html

Holistic features= function no op. Class for training a multi-scale patch-based Masked Active Template Model. The appearance of this model is formulated by simply masking an image with a patch-based mask. 8211; The template image. Optional) – The landmark group of the. That will be used to train the ATM. If. Only has a single landmark group, then that is the one that will be used. Then it must define a feature function per scale. Please refer to. For a list of potential features. Optional) – The sc...

3

menpofit.aam — MenpoFit 0.4.1 documentation

http://menpofit.readthedocs.io/en/stable/api/menpofit/aam/index.html

AAM is a generative model that consists of a statistical parametric model of the shape and the appearance of an object. MenpoFit has several AAMs which differ in the manner that they compute the warp (thus represent the appearance features). An AAM can be optimised either in a gradient descent manner (Lucas-Kanade) or using cascaded regression (Supervised Descent). Supervised Descent Optimisation Algorithms. Load balanced frontal face fitter. Provided by Read the Docs. On Read the Docs.

4

PatchATM — MenpoFit 0.4.1 documentation

http://menpofit.readthedocs.io/en/stable/api/menpofit/atm/PatchATM.html

Holistic features= function no op. Patch normalisation= function no op. Class for training a multi-scale Patch-Based Active Template Model. 8211; The template image. Optional) – The landmark group of the. That will be used to train the ATM. If. Only has a single landmark group, then that is the one that will be used. Optional) – The features that will be extracted from the training images. Note that the features are extracted before warping the images to the reference shape. If. Optional) – The sha...

5

PatchAAM — MenpoFit 0.4.1 documentation

http://menpofit.readthedocs.io/en/stable/api/menpofit/aam/PatchAAM.html

Holistic features= function no op. Patch normalisation= function no op. Shape model cls= class 'menpofit.modelinstance.OrthoPDM'. Class for training a multi-scale Patch-Based Active Appearance Model. The appearance of this model is formulated by simply sampling patches around the image’s landmarks. Optional) – The landmark group that will be used to train the AAM. If. Then it must define a feature function per scale. Please refer to. For a list of potential features. Then the mean shape will be used.

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menpo.org menpo.org

Consistency · The Menpo Project

http://www.menpo.org/menpo/consistency.html

Ensemble of Regression Trees. Takes an opinionated stance on certain issues - one of which is establishing sensible rules for how to work with spatial data and image data in the same framework. Working with Images and PointClouds. 1 Working with Images and PointClouds. Let's start with a quiz - which of the following is correct? Most would answer b. Images are indexed from the top left, with. Now another question - how do I access that pixel in the pixels array? A: lenna[30, 50] b: lenna[50, 30]. The fol...

menpo.org menpo.org

Beginner · The Menpo Project

http://www.menpo.org/installation/linux/beginner.html

Ensemble of Regression Trees. It is important to note that as part of the installation, you will be creating an isolated environment to execute Python inside. Make sure that this environment is activated in order to be able to use Menpo! The installation instructions are split up in to a number of sections. Please follow them carefully, in order:. Install A Python Environment. Setting Up A Fresh Environment. Installing The Menpo Project Into Conda. Key to open the Dash and searching for terminal. You can...

menpo.org menpo.org

Conda · The Menpo Project

http://www.menpo.org/installation/conda.html

Ensemble of Regression Trees. Is a popular open-source framework for distributing Python applications. It's an alternative to. Which addresses some shortcomings in these models by adding the ability to ship pre-compiled code for native modules. To ship binary dependencies (like OpenCV, VTK and FFMPEG). Although this is more work for the maintainers of projects (i.e. us! If we put the work in, we can ship code that simply unpacks and works on Windows, macOS, and Linux. Conda install -c menpo menpoproject.

menpo.org menpo.org

Beginner · The Menpo Project

http://www.menpo.org/installation/macos/beginner.html

Ensemble of Regression Trees. It is important to note that as part of the installation, you will be creating an isolated environment to execute Python inside. Make sure that this environment is activated in order to be able to use Menpo! The installation instructions are split up in to a number of sections. Please follow them carefully, in order:. Install A Python Environment. Setting Up A Fresh Environment. Installing The Menpo Project Into Conda. To open spotlight and search for terminal. Be different,...

menpo.org menpo.org

Pip · The Menpo Project

http://www.menpo.org/installation/pip.html

Ensemble of Regression Trees. Due to our complex dependencies, we strongly recommend that Menpo users consider using conda. As their Python distribution. Saying that, we know many users already have Python environments and virtualenvs set up and don't want to migrate to a new Python distribution, regardless of the benefits. For these users, we ensure that the core. Installed before you can pip install menpo:. Pip install numpy cython. We've these installed, you can pip install:. If you want to use.

menpo.org menpo.org

Data Types · The Menpo Project

http://www.menpo.org/menpo/datatypes.html

Ensemble of Regression Trees. Why have Menpo types - what's wrong with numpy arrays? 1 Why have Menpo types - what's wrong with numpy arrays? Apos;s data types are thin wrappers around. Arrays. They give semantic meaning to the underlying array through providing clearly named and consistent properties. As an example let's take a look at. Apos;s workhorse for spatial data. Construction requires a. PointCloud x = np.random.rand( 3. It's natural to ask the question:. Format(pc.n dims) # Outputs:. Menpo type...

menpo.org menpo.org

macOS · The Menpo Project

http://www.menpo.org/installation/macos

Ensemble of Regression Trees. In the following instructions we aim to make it very simple to install the Menpo Project. Choose the guide the best suits you:. Detailed guide with screenshots suitable for beginners of the Menpo Project. Short guide for people that are. Experts and already have a. Unclear, please let us know on the menpo-users. No results matching ".

menpo.org menpo.org

Vectorizing · The Menpo Project

http://www.menpo.org/menpo/vectorizing.html

Ensemble of Regression Trees. Computer Vision algorithms are frequently formulated as linear algebra problems in a high dimensional space, where each asset is stripped into a vector. In this high dimensional space we may perform any number of operations, but normally we can't stay in this space for the whole algorithm - we normally have to recast the vector back into it's original domain in order to perform other operations. Are extensively used in. Generate a vector from one of our types. Each type defi...

menpo.org menpo.org

Beginner · The Menpo Project

http://www.menpo.org/installation/windows/beginner.html

Ensemble of Regression Trees. It is important to note that as part of the installation, you will be creating an isolated environment to execute Python inside. Make sure that this environment is activated in order to be able to use Menpo! The installation instructions are split up in to a number of sections. Please follow them carefully, in order:. Install A Python Environment. Setting Up A Fresh Environment. Installing The Menpo Project Into Conda. 1 Install A Python Environment. Page as shown below:.

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The Menpo Project · The Menpo Project

Ensemble of Regression Trees. The Python framework for deformable modelling. A playground is a standalone installation of menpo that will get you up and running as quickly as possible. If you are new to menpo or Python in general you may want to start with the playground. Head to our installation page. Conda install -c menpo menpoproject. More install options (inc. pip). Active Appearance Model (AAM). Supervised Descent Method (SDM). Ensemble of Regression Trees (ERT) (powered by dlib. A command line tool.

menpo.readthedocs.io menpo.readthedocs.io

Menpo Documentation — Menpo 0.7.7 documentation

Gaussian Markov Random Field. Menpo is a Python package designed to make manipulating annotated data more simple. In particular, sparse locations on either images or meshes, referred to as landmarks. Within Menpo, are tightly coupled with their reference objects. For areas such as Computer Vision that involve learning models based on prior knowledge of object location (such as object detection and landmark localisation), Menpo is a very powerful toolkit. To keep memory usage low. This section attempts to...

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Welcome — MenpoDetect 0.4.1+0.gb821bbb.dirty documentation

Welcome to the MenpoDetect documentation! MenpoDetect is a Python package designed to make object detection, in particular face detection, simple. MenpoDetect relies on the core package of Menpo, and thus the output of MenpoDetect is always assumed to be Menpo core types. If you aren’t sure what Menpo is, please take a look over at Menpo.org. Load opencv frontal face detector. Load opencv frontal face detector. MenpoDetect was not designed for performing novel object detection research. Therefore, it...

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Welcome — MenpoFit 0.4.1 documentation

Welcome to the MenpoFit documentation! MenpoFit is a Python package for building, fitting and manipulating deformable models. It includes state-of-the-art deformable modelling techniques implemented on top of the Menpo. Project. Currently, the techniques that have been implemented include:. Active Appearance Model (AAM). Active Pictorial Structures (APS). Weighted Gauss-Newton Optimisation with fixed Jacobian and Hessian. Active Template Model (ATM). Lucas-Kanade Image Alignment (LK). On Read the Docs.

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