Table 1. Performance comparison and statistical analysis of different sizes of the dictionary and features percentages of the image on the Corel-1000 image collection (bold values indicate best performance).
Features % per image | Performance analysis in terms of the MAP performance (in %) on the different sizes of the dictionary | ||||||||
---|---|---|---|---|---|---|---|---|---|
20 | 50 | 100 | 200 | 400 | 600 | 800 | 1000 | 1200 | |
10% | 74.06 | 75.60 | 79.53 | 79.86 | 80.76 | 80.76 | 80.86 | 80.85 | 80.53 |
25% | 76.46 | 78.33 | 81.16 | 80.93 | 81.16 | 80.99 | 81.26 | 81.19 | 81.25 |
50% | 73.93 | 78.19 | 80.60 | 81.19 | 81.93 | 82.30 | 86.00 | 80.66 | 81.13 |
75% | 74.40 | 77.93 | 80.40 | 82.05 | 81.73 | 82.05 | 82.06 | 81.00 | 81.33 |
100% | 75.60 | 76.80 | 80.26 | 82.40 | 80.73 | 82.20 | 82.40 | 81.13 | 81.53 |
MAP | 74.89 | 77.37 | 80.39 | 81.28 | 81.26 | 81.66 | 82.51 | 80.96 | 81.15 |
Std. dev. | 1.097 | 1.158 | 0.590 | 0.999 | 0.550 | 0.726 | 2.042 | 0.215 | 0.377 |
Confidence interval | 73.52- 76.25 |
75.93- 78.80 |
79.65- 81.12 |
80.04- 82.52 |
80.57- 81.94 |
80.75- 82.56 |
80.80- 83.10 |
80.69- 81.23 |
80.68- 81.62 |
Std. error | 0.490 | 0.517 | 0.263 | 0.446 | 0.246 | 0.324 | 0.413 | 0.096 | 0.169 |
Non-parametric statistical analysis using Wilcoxon matched-pairs signed-rank test | |||||||||
Z-value | 2.023 | 2.023 | 2.023 | 2.023 | 2.023 | 2.023 | 2.023 | 2.023 | 2.023 |
P-value | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 | 0.043 |