xuq/python-particle-filter-demo
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A project for doing simple particle filtering in Python. It can be used create some nice graphs, figures and movies. List of files as a starting point: settings.py - Adjust parameters here run_generate_data.py - Generate image data to test particle filter on - Requires numpy, Python Imaging Library, Aggdraw run_particle_filter.py - run_particle_filter plot.py - Plot reference vs. estimated trajectory - Requires matplotlib plot_timing.py - Bar plot of timing from the Sequenctial Importance Sampling with Resampling procedure. - Requires matplotlib plot_histogram.py - Plot histogram of particle distribution. - Requires matplotlib plot_tree.py - Plot tree of evolution of particles. - Requires matplotlib, Imagemagick. If you want to make movies from the image frames: `avconv -r 10 -i image%06d.png movie.mp4' Here -r 10 means 10 frames per second.
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