TABLE II.
Comparison of All Techniques In Terms of AUC Score, Accuracy, Sensitvity and Specificity
| BM | ResNet | ViT | LLM | ESPFormer | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AUC | Acc | Sen | Spe | AUC | Acc | Sen | Spe | AUC | Acc | Sen | Spe | AUC | Acc | Sen | Spe | |
| 1 | 66.8% | 61.8% | 90.8% | 32.9% | 76.3% | 69.7% | 66.5% | 72.8% | 69.5% | 71.5% | 80.0% | 63.2% | 79.8% | 74.3% | 80.4% | 68.2% |
| 2 | 66.5% | 50.0% | 99.7% | 0.4% | 76.2% | 70.7% | 73.9% | 67.5% | 69.8% | 70.3% | 82.8% | 57.6% | 77.6% | 72.8% | 78.7% | 67.0% |
| 3 | 69.4% | 55.1% | 98.4% | 11.7% | 76.1% | 68.6% | 69.6% | 67.8% | 73.2% | 74.3% | 85.5% | 63.1% | 59.9% | 62.4% | 75.6% | 49.1% |
| 4 | 63.0% | 57.8% | 63.2% | 52.4% | 76.7% | 67.5% | 73.5% | 61.5% | 70.2% | 71.2% | 82.4% | 59.8% | 82.7% | 75.5% | 81.5% | 69.5% |
| 5 | 0.7% | 57.4% | 29.1% | 85.7% | 76.1% | 68.3% | 73.8% | 62.7% | 71.6% | 70.9% | 78.9% | 62.5% | 80.4% | 74.0% | 80.5% | 67.5% |
| 6 | 72.9% | 60.0% | 22.9% | 97.1% | 77.0% | 70.3% | 76.1% | 64.5% | 71.1% | 71.3% | 67.0% | 75.5% | 74.4% | 68.6% | 75.5% | 61.6% |
| 7 | 81.1% | 53.0% | 7.0% | 99.0% | 71.9% | 67.0% | 75.2% | 58.8% | 69.3% | 67.6% | 84.3% | 50.7% | 61.6% | 60.5% | 68.2% | 52.7% |
| 8 | 83.6% | 51.0% | 2.6% | 99.3% | 72.0% | 65.3% | 71.0% | 59.4% | 70.8% | 70.5% | 86.5% | 54.4% | 61.8% | 60.8% | 69.8% | 51.7% |
| 9 | 79.2% | 49.9% | 99.6% | 0.2% | 71.2% | 64.7% | 69.4% | 59.9% | 71.8% | 73.5% | 89.9% | 57.5% | 59.7% | 57.8% | 65.4% | 50.3% |
| 10 | 56.4% | 50.0% | 100.0% | 0.0% | 41.0% | 46.4% | 66.8% | 26.0% | 62.1% | 66.6% | 67.0% | 66.2% | 53.4% | 53.3% | 30.7% | 75.8% |
| 11 | 80.5% | 50.0% | 100.0% | 0.0% | 78.7% | 71.2% | 64.9% | 77.5% | 87.6% | 78.2% | 67.7% | 88.7% | 83.0% | 76.6% | 20.1% | 95.4% |
| 12 | 50.8% | 50.0% | 100.0% | 0.0% | 42.8% | 50.1% | 63.2% | 37.1% | 60.4% | 64.1% | 77.2% | 50.8% | 53.5% | 54.0% | 23.0% | 84.9% |
| Avg. | 64.2% | 53.8% | 67.8% | 39.9% | 69.7% | 65.0% | 70.3% | 59.6% | 70.6% | 70.8% | 79.1% | 62.5% | 69.0% | 65.9% | 62.5% | 66.1% |