Research Article
Fuzzy Clustering Applied to ROI Detection in Helical Thoracic CT Scans with a New Proposal and Variants
Table 2
Results (%) for a subset of slices displaying the greatest problems for the algorithms using spatial information.
| | | SFCM | SKFCM | MSKFCM | | | 3 × 3 | 5 × 5 | 7 × 7 | 3 × 3 | 5 × 5 | 7 × 7 | 3 × 3 | 5 × 5 | 7 × 7 |
| 1 | TP | 72.0 | 72.0 | 71.0 | 73.0 | 73.0 | 66.0 | 64.0 | 58.0 | 56.0 | FP | 5.9 | 5.5 | 5.1 | 9.1 | 9.7 | 12.6 | 9.5 | 9.7 | 9.4 |
| 2 | TP | 21.6 | 19.6 | 19.6 | 31.4 | 33.3 | 33.3 | 29.4 | 29.4 | 29.4 | FP | 11.9 | 11.7 | 11.6 | 14.3 | 17.3 | 18.5 | 21.2 | 21.3 | 21.1 |
| 7 | TP | 11.4 | 8.6 | 5.7 | 95.7 | 95.7 | 94.3 | 61.4 | 64.3 | 60.0 | FP | 6.4 | 5.9 | 5.4 | 14.0 | 12.4 | 10.3 | 9.9 | 10.2 | 9.7 |
| 13 | TP | 62.9 | 59.3 | 55.6 | 96.3 | 100.0 | 96.3 | 96.3 | 100.0 | 92.6 | FP | 5.5 | 4.9 | 4.6 | 11.8 | 11.2 | 10.2 | 8.9 | 10.1 | 8.9 |
| 17 | TP | 88.2 | 88.2 | 85.3 | 100.0 | 100.0 | 100.0 | 97.1 | 97.1 | 97.1 | FP | 5.1 | 4.8 | 4.6 | 10.4 | 10.7 | 9.8 | 6.6 | 6.8 | 7.0 |
| 21 | TP | 15.5 | 8.4 | 5.6 | 100.0 | 100.0 | 100.0 | 69.0 | 81.7 | 81.7 | FP | 5.5 | 4.9 | 4.5 | 14.4 | 11.3 | 9.0 | 8.5 | 9.9 | 9.4 |
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