SIFT representation comparison

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
\includegraphics[width=85mm,height=70mm]{siftrepresentation-trucks.eps}



Kocurek 2007-12-17