Gabor3D

A small function extending Gabor filter to 3D. Computes a filter bank of 64 Gabor filters (at 4 orientations over a combination of roll x pitch x yaw) plus a Gaussian kernel.

Requirements

Python 2.7 or 3.6+
Python libraries:
Numpy
Mayavi (optional for plotting -- can be removed in code)

Run

From command line:

python gabor.py

or in code:

from gabor import filter_bank_gb3d as gabor3d

gabor3d(size=31, plot=True)

Default parameters

filter_bank_gb3D(
sigma=4.0,
Lambda=10.0,
psi=0.3,
gamma=0.3,
size=31,
plot=False)