Research Article

A New Scene Classification Method Based on Local Gabor Features

Table 3

Classification performance of different Gabor features and kernel functions on LS dataset.

Nonlinear kernel Gabor filter bank
4 orientations 8 orientations 12 orientations

RBF
 1 scale 67.42%69.42%69.28%
 3 scales70.35%73.68%74.83%
 5 scales73.56%75.94%74.35%
POLY
 1 scale 64.84%69.35%68.98%
 3 scales71.15%76.04%74.26%
 5 scales 72.76%75.48%75.32%
PMK
 1 scale 72.38%74.29%75.25%
 3 scales75.54%76.46%77.65%
 5 scales 77.42%78.85%77.84%