Research Article
Hotspot Detection with Machine Learning Based on Pixel-Based Feature Extraction
Table 5
Comparison with contest winners.
| Case | Accuracy (%) | False alarm rate | Efficiency (%) | Time (min) | 1st | 2nd | 3rd | Ours | 1st | 2nd | 3rd | Ours | 1st | 2nd | 3rd | Ours | 1st | 2nd | 3rd | Ours |
| B1 | 93.81 | 43.36 | 69.47 | 90.71 | 8.08 | 0.83 | 3.22 | 9.80 | 11.61 | 52.13 | 21.57 | 9.26 | 0.09 | 1.84 | 0.11 | 0.18 | B2 | 98.00 | 21.64 | 67.54 | 69.54 | 40.85 | 1.10 | 11.78 | 11.54 | 2.40 | 19.71 | 5.73 | 6.03 | 8.20 | 23.68 | 6.17 | 13.99 | B3 | 91.82 | 80.73 | 99.62 | 96.48 | 11.24 | 5.19 | 38.62 | 21.73 | 8.17 | 15.57 | 2.58 | 4.44 | 18.73 | 118.95 | 7.97 | 16.57 | B4 | 83.85 | 64.58 | 79.17 | 75.52 | 19.41 | 4.98 | 69.65 | 6.85 | 4.32 | 12.97 | 1.14 | 11.03 | 1.26 | 21.97 | 1.71 | 3.68 | B5 | 92.86 | 61.90 | 47.62 | 71.43 | 47.95 | 0.74 | 5.83 | 1.21 | 1.94 | 83.87 | 8.16 | 58.82 | 0.44 | 5.43 | 0.67 | 2.05 | Avg. | 1.16 | 0.67 | 0.90 | 1.00 | 9.44 | 0.35 | 3.62 | 1.00 | 0.78 | 3.00 | 0.82 | 1.00 | 0.55 | 5.49 | 0.46 | 1.00 |
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