Research Article
Application of Artificial Bee Colony Optimization Algorithm for Image Classification Using Color and Texture Feature Similarity Fusion
Table 5
Comparison of performance of CIR with ABC optimization and other schemes.
| Sl no. |
Image class | Color-based retrieval | Texture-based retrieval | CIR with equal weights | CIR with ABC algorithm | Classification accuracy (%) | Retrieval time (s) | Classification accuracy (%) | Retrieval time (s) | Classification accuracy (%) | Retrieval time (s) | Classification accuracy (%) | Retrieval time (s) |
|
1 | Bus | 86.83 | 4.743 | 80.11 | 4.307 | 88.51 | 4.982 | 90.17 | 4.381 |
2 | Dinosaur | 80.72 | 4.807 | 95.67 | 4.487 | 93.56 | 4.816 | 86.89 | 4.347 |
3 | Elephant | 81.83 | 4.711 | 82.72 | 4.506 | 85.17 | 4.890 | 85.72 | 4.257 |
4 | Rose | 78.33 | 4.789 | 96.00 | 4.503 | 94.89 | 4.965 | 86.67 | 4.282 |
5 | Horse | 93.67 | 4.799 | 80.61 | 4.577 | 92.50 | 5.033 | 94.39 | 4.310 |
6 | Mountain | 81.17 | 4.646 | 78.94 | 4.443 | 82.11 | 4.915 | 82.72 | 4.209 |
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