Table 1 Comparison between human ophthalmologists and DeepDrARN
Parameter | Uveitis vs. Normal | ARN vs. NAU | ||||||
|---|---|---|---|---|---|---|---|---|
| Â | Accuracy (%) | Precision (%) | Recall (%) | F1 score | Accuracy (%) | Precision (%) | Recall (%) | F1 score |
Senior ophthalmologist | 90.00 | 95.12 | 92.86 | 93.98 | 90.00 | 94.74 | 92.31 | 93.51 |
Intermediate ophthalmologist 1 | 94.00 | 100.00 | 92.86 | 96.30 | 94.00 | 95.00 | 97.44 | 96.20 |
Intermediate ophthalmologist 2 | 74.00 | 100.00 | 69.05 | 81.69 | 90.00 | 94.74 | 92.31 | 93.51 |
Junior ophthalmologist 1 | 92.00 | 100.00 | 90.84 | 95.00 | 86.00 | 88.10 | 94.87 | 91.36 |
Junior ophthalmologist 2 | 92.00 | 97.50 | 92.86 | 95.12 | 76.00 | 96.55 | 71.79 | 82.35 |
Junior ophthalmologist 3 | 80.00 | 86.36 | 90.48 | 88.37 | 56.00 | 100.00 | 43.59 | 60.71 |
Junior ophthalmologist 4 | 76.00 | 89.47 | 80.95 | 85.00 | 74.00 | 90.63 | 74.36 | 81.69 |
Mean ophthalmologists | 85.43 | 95.49 | 87.13 | 90.78 | 80.86 | 94.25 | 80.95 | 85.62 |
DeepDrARN | 92.00 | 91.30 | 100.00 | 95.54 | 92.00 | 81.82 | 81.82 | 81.82 |