Research Article

A New Scene Classification Method Based on Local Gabor Features

Table 2

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

Nonlinear kernel Gabor filter bank
4 orientations 8 orientations 12 orientations

RBF
 1 scale 73.15%73.56%73.26%
 3 scales74.14%78.53%77.25%
 5 scales77.82%79.74%78.16%
POLY
 1 scale 69.42%73.26%72.36%
 3 scales74.96%79.84%78.44%
 5 scales76.74%78.55%78.37%
PMK
 1 scale 76.28%79.16%78.86%
 3 scales79.54%80.48%81.54%
 5 scales81.42%82.74%81.08%