Table 2 Performance metrics of the proposed dual-stream approach on the HAM10K dataset. The results are reported over 10 trials, including precision, recall, F1 score, accuracy, and specificity. The maximum, mean, standard deviation (Std), and confidence interval (CI) values are also provided.
Trials | Precision | Recall | F1 | Accuracy | Specificity |
|---|---|---|---|---|---|
Trial 1 | 93.16% | 93.21% | 93.19% | 95.85% | 91.37% |
Trial 2 | 93.80% | 93.88% | 93.84% | 96.29% | 92.08% |
Trial 3 | 94.20% | 94.21% | 94.20% | 96.39% | 91.87% |
Trial 4 | 93.43% | 93.48% | 93.45% | 96.30% | 92.33% |
Trial 5 | 94.20% | 94.21% | 94.21% | 96.60% | 92.66% |
Trial 6 | 93.97% | 93.88% | 93.93% | 96.16% | 91.10% |
Trial 7 | 94.12% | 94.15% | 94.13% | 96.57% | 92.37% |
Trial 8 | 94.27% | 94.21% | 94.24% | 96.55% | 92.54% |
Trial 9 | 93.62% | 93.61% | 93.62% | 95.73% | 90.52% |
Trial 10 | 93.07% | 93.15% | 93.11% | 96.10% | 91.39% |
Max | 94.27% | 94.21% | 94.24% | 96.60% | 92.66% |
Mean | 93.78% | 93.80% | 93.79% | 96.25% | 91.82% |
Std | 0.00444 | 0.00415 | 0.00428 | 0.00298 | 0.00704 |
CI | 0.00275 | 0.00257 | 0.00266 | 0.00184 | 0.00437 |
