Table 2. Performance analysis using adaptive or weighted feature fusion of SURF-FREAK descriptors on the Corel-1000 image collection (bold values indicate best performance).
Weight W of SURF-FREAK | MAP performance (in %) on the different sizes of the dictionary | ||||||||
---|---|---|---|---|---|---|---|---|---|
20 | 50 | 100 | 200 | 400 | 600 | 800 | 1000 | 1200 | |
1.0–0.0 | 64.44 | 66.80 | 69.67 | 69.89 | 70.34 | 72.79 | 70.26 | 69.66 | 69.54 |
0.9–0.1 | 65.03 | 66.91 | 70.16 | 70.31 | 70.82 | 72.89 | 72.16 | 72.81 | 69.21 |
0.8–0.2 | 65.14 | 67.11 | 70.23 | 70.43 | 70.91 | 72.99 | 72.81 | 72.99 | 68.02 |
0.7–0.3 | 65.23 | 67.24 | 70.29 | 70.63 | 71.23 | 73.11 | 73.02 | 73.39 | 67.91 |
0.6–0.4 | 65.45 | 67.38 | 70.38 | 70.71 | 71.41 | 73.23 | 73.59 | 73.82 | 67.73 |
0.5–0.5 | 65.51 | 67.48 | 70.48 | 70.84 | 71.63 | 73.51 | 73.81 | 73.98 | 67.71 |
0.4–0.6 | 65.59 | 67.88 | 70.83 | 71.03 | 71.89 | 73.83 | 73.89 | 74.05 | 67.68 |
0.3–0.7 | 65.43 | 67.83 | 70.81 | 70.98 | 71.83 | 73.78 | 73.51 | 74.01 | 67.66 |
0.2–0.8 | 65.39 | 67.76 | 70.62 | 70.91 | 71.65 | 73.68 | 73.32 | 73.93 | 67.64 |
0.1–0.9 | 64.21 | 67.09 | 70.06 | 70.86 | 71.51 | 73.53 | 72.08 | 73.82 | 67.62 |
0.0–1.0 | 61.99 | 64.01 | 66.89 | 67.88 | 66.40 | 67.68 | 69.99 | 66.41 | 67.60 |