Research Article
Discriminating the Nature of Thyroid Nodules Using the Hybrid Method
Table 3
Experimental results with features extracted from different layers of CNNs.
| State of CNNs | Dimension | Accuracy | Sensitivity | Specificity | Training time (s) | Testing time (s) |
| Pool1 | 783522 | 0.735 | 0.72 | 0.745 | 4219.3 | 63.7 | Pool2 | 370436 | 0.755 | 0.74 | 0.766 | 2395.6 | 53.3 | Pool3 | 177255 | 0.784 | 0.76 | 0.793 | 1500.4 | 41.4 | Pool4 | 81547 | 0.804 | 0.78 | 0.821 | 957.6 | 35.1 | Pool5 | 21342 | 0.823 | 0.8 | 0.848 | 510.9 | 27.3 | FC6 | 3795 | 0.812 | 0.79 | 0.828 | 109.1 | 12.7 | FC7 | 3740 | 0.653 | 0.59 | 0.697 | 107.3 | 11.5 |
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