Table 1.
The accuracy, sensitivity, and specificity of each CNN design (single modality vs. dual modality vs. multimodality) in classification of three cohorts of YH, OH, and AMD.
| Patient cohort | |||
|---|---|---|---|
| YH | OH | AMD | |
| Single modality CNN | Overall accuracy 94.4% | ||
| OCT sensitivity (%) | 99.6 | 98.9 | 77.8 |
| OCT specificity (%) | 98.8 | 86.7 | 100 |
| Single modality CNN | Overall accuracy 91.9% | ||
| OCT-A sensitivity (%) | 95.5 | 83.2 | 97.6 |
| OCT-A specificity (%) | 99.6 | 96.2 | 76.4 |
| Single modality CNN | Overall accuracy 93.8% | ||
| CFP sensitivity (%) | 81.0 | 84.6 | 100 |
| CFP specificity (%) | 94.4 | 78.6 | 86.7 |
| Dual modality CNN (OCT + OCT-A) | Overall accuracy 96.7% | ||
| Sensitivity (%) | 100 | 95.7 | 92.1 |
| Specificity (%) | 97.6 | 94.6 | 98.7 |
| Dual modality CNN (OCT + CFP) | Overall accuracy 92.9% | ||
| Sensitivity (%) | 98.1 | 96.3 | 100 |
| Specificity (%) | 100 | 97.0 | 96.0 |
| Multimodality CNN (OCT + OCT-A + CFP) | Overall accuracy 99.8% | ||
| Sensitivity (%) | 100 | 99.3 | 100 |
| Specificity (%) | 100 | 100 | 99.2 |