Version

0.1

Author

Christodoulos Psaltis (cpsaltis)

Source

https://github.com/cpsaltis/pythogram-core

License

MIT

Keywords

python, photogrammetry, artificial data, feature extraction, machine learning, classification

Pythogram-core is a wrapper of several popular image processing and machine learning libraries. It provides a helpful command line tool to run complex workflows. It makes easy to integrate with other systems since it can communicate and execute tasks from JSON task files.

Pythogram-core requires python version > 2.6 and < 3.0. You'll need some basic libraries and tools depending on your OS.

In a Debian based distro you'll need to:

sudo aptitude install build-essential python-dev gfortran libatlas-base-dev python-virtualenv python-pip git

In MacOSX you'll need to install:

• XCode and its command line tools,
• git
• pip and virtualenv
• a packaging manager like Homebrew or MacPorts

Pip and virtualenv can be easily installed from the command line with:

sudo easy_install pip
sudo pip install virtualenv

Assuming you're using Homebrew you'll need to:

brew install jpeg libtiff gfortran

Pythogram-core depends on:

• numpy and scipy for basic computations,
• pillow/PIL for image IO,
• scikit-image for feature extraction,
• and scikit-learn for machine learning

To setup all of the above in a virtualenv:

virtualenv pythogram-core
cd pythogram-core
./bin/pip install numpy
./bin/pip install scipy
./bin/pip install cython
./bin/pip install pillow scikit-image scikit-learn
./bin/pip install -e git+http://github.com/cpsaltis/pythogram-core.git#egg=pythogram-core

Note that the order of installation steps is important. Scipy 0.10.1 doesn't work with numpy 1.6.2, but 0.10.0 does, see README.txt in http://sourceforge.net/projects/scipy/files/scipy/0.10.1/. In scipy 0.11.0 this issue has been resolved.

Optionally iPython can be very helpful in prototyping:

./bin/pip install ipython

If you plan to contribute to Pythogram you'll also need:

./bin/pip install pep8 sphinx pylint nose coverage

0.1 (2012-12-02) [cpsaltis]

This is the initial version of pythogram-core. It supports:

• I/O of images and arrays,
• generation of artificial tiled and syntethic images,
• generation of artificial DTMs and DSMs,
• basic arithmetic operations on arrays,
• NDVI calculation,
• skimage rotate and resize
• command line script, called gram, parsing an input JSON to execute complex workflows