Two-Point Gait: Decoupling Gait from Body Shape

Drexel Vision Group



On this page, you can find the software package for the Two-Point Gait representation. Two-Point Gait is an easy-to-compute, body shape-robust image-based representation of human gait. The representation works by modeling the two-point statistics of optical flow fields to primarily encode the relative motion pattern of limbs in a gait cycle. Two-Point Gait provides a faithful representation of the pure gait of a person rather than entangling body shape and gait together. This allows the representation to provide powerful discriminative information that can enhance recognition performance when body shape is known to vary.

More detail can be found in the following paper:

Please cite this work in your paper when this software is used in your research.

About the Software

The software package contains a collection of Python and C++ files for computing and analyzing the Two-Point Gait. The software assumes that the walking sequence is given as a sequence of images. There are three main steps for computing the Two-Point Gait: 1) (optionally) computing the bounding box for the subject, 2) computing the optical flow of each image in the gait sequence, and finally 3) computing the actual Two-Point Gait.

To accomplish this, the software package includes the following:

For analysis, the following are provided:

Please note that this is research software and may contain bugs or other issues – please use it at your own risk. If you experience major problems with it, you may email us, but please note that we do not have the resources to deal with all issues.

Dependencies

The software is written in Python and C++ and depends on the following libraries:

Download

The software package may be found here.
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