Research Article
Classification of Artistic Styles of Chinese Art Paintings Based on the CNN Model
Table 1
Comparison of the classification results of the works of five painters by different algorithms.
| Painters | This paper algorithm | Fusion | MHMM | HSV + Gabor + HOG + MIDEC | DEFC | SVM | P | R | P | R | P | R | P | R | P | R | P | R |
| CDY | 0.9023 | 0.9298 | 0.8323 | 0.7998 | 0.7923 | 0.7698 | 0.8223 | 0.8998 | 0.9023 | 0.8998 | 0.8923 | 0.8298 | CSF | 0.9296 | 0.9004 | 0.8096 | 0.8304 | 0.8296 | 0.8004 | 0.5996 | 0.7004 | 0.8196 | 0.9004 | 0.8496 | 0.9304 | LKL | 0.9423 | 0.9998 | 0.7923 | 0.7698 | 0.8423 | 0.8998 | 0.8423 | 0.8698 | 0.9023 | 0.8998 | 0.9623 | 0.7998 | XBH | 0.9696 | 1 | 0.8396 | 0.9004 | 0.8396 | 0.8704 | 0.7796 | 0.7004 | 0.9996 | 1 | 0.8796 | 0.9704 | BDSR | 1 | 0.8998 | 0.9023 | 0.8698 | 0.9023 | 0.8698 | 0.8823 | 0.6998 | 0.9623 | 0.8698 | 0.8723 | 0.8998 | Mean | 0.9488 | 0.9460 | 0.8352 | 0.8340 | 0.8412 | 0.8420 | 0.7852 | 0.7740 | 0.9172 | 0.9140 | 0.8912 | 0.8860 |
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