We can see that the overall quality is almost the same and it is between 80-90%. The best classifier
was overlapping SIFT with topology 15x9x25 with the classification rate approximately 90%. However,
even the simplest SIFT had the classification rate around 82%.
Table 4.7:
SIFT representation comparison(see figure 4.12 on page
)
SIFT Representation |
Classification Rate [%] |
SIFT-Ori SIFT |
84.78 |
SIFT-Grad |
86.96 |
SIFT-GradWei |
89.13 |
SIFT-Ori (overlapping) |
82.6 |
SIFT-Grad (overlapping) |
88.04 |
SIFT-GradWei (overlapping) |
90.22 |
|
Figure 4.12:
Here we can see that overlapping SIFTs performed better except
the simplest case
|
Kocurek
2007-12-17