Research Article
An Image Segmentation Method Based on the Law of Universal Gravitation and Adaptive Affinity Propagation Spectrum Clustering
Table 2
Average score and evaluation of dataset.
| Dataset | K-means | Mini batch K-means | Affinity propagation | Mean shift | GASC | Ward | AC | BIRCH |
| Circles | 0.00 | 0.00 | 0.00 | 0.00 | 0.92 | 0.26 | 0.92 | 0.00 | Moons | 0.36 | 0.39 | 0.42 | 0.44 | 0.92 | 0.18 | 0.26 | 0.48 | Varied | 0.75 | 0.78 | 0.54 | 0.80 | 0.82 | 0.84 | 0.56 | 0.53 | Aniso | 0.60 | 0.59 | 0.55 | 0.57 | 0.99 | 0.68 | 0.65 | 0.58 | Iris | 0.77 | 0.76 | 0.75 | 0.83 | 0.84 | 0.63 | 0.78 | 0.69 | Wine | 0.90 | 0.45 | 0.67 | 0.52 | 0.90 | 0.52 | 0.52 | 0.51 | Seeds-dataset | 0.72 | 0.72 | 0.51 | 0.48 | 0.74 | 0.58 | 0.74 | 0.60 | Glass | 0.33 | 0.33 | 0.41 | 0.47 | 0.50 | 0.16 | 0.33 | 0.25 |
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