Table 1.
Category | Accuracy | Precision | Recall |
---|---|---|---|
Western art (m = 1629) | 0.939 ± 0.008 | 0.931 ± 0.005 | 0.926 ± 0.017 |
Chinese art (m = 210) | 0.851 ± 0.012 | 0.354 ± 0.018 | 0.852 ± 0.038 |
Islamic art (m = 251) | 0.957 ± 0.015 | 0.726 ± 0.083 | 0.964 ± 0.008 |
All combined (m = 2,090) | 0.930 ± 0.004 | 0.942 ± 0.009 | 0.913 ± 0.010 |
While for Western art (JenAesthetics dataset) and Islamic art, the classification score is above 90%, it drops to 85% for Chinese art. Here, the mean precision is low, due to an overall lower richness (i.e., higher values of Pa(22)). Results are from a 5-fold cross-validation experiment. m, number of images in the dataset.