Table 2.
Results of InceptionResnet-V2 model considering complete Fundus image as input
| Epoch | Iterations | Time complexity | Accuracy value | Cross-entropy loss |
|---|---|---|---|---|
| 1 | 1 | 52 s | 60.00% | 0.721 |
| 2 | 20 | 1 min 19 s | 51.32% | 0.793 |
| 3 | 30 | 2 min 47 s | 53.21% | 0.762 |
| 4 | 40 | 4 min 31 s | 55.67% | 0.771 |
| 5 | 50 | 6 min 15 s | 62.17% | 0.762 |
| 6 | 60 | 8 min 43 s | 55.67% | 0.732 |
| 7 | 70 | 11 min 47 s | 62.17% | 0.824 |
| 8 | 80 | 13 min 59 s | 65.21% | 0.765 |
| 9 | 90 | 15 min 09 s | 62.17% | 0.691 |
| 10 | 100 | 19 min 38 s | 65.21% | 0.682 |
| 11 | 110 | 21 min 56 s | 55.67% | 0.710 |
| 12 | 120 | 24 min 48 s | 60.00% | 0.652 |
| 13 | 130 | 25 min 52 s | 62.17% | 0.681 |
| 14 | 140 | 27 min 16 s | 65.21% | 0.684 |
| 15 | 150 | 30 min 26 s | 71.57% | 0.695 |
| 16 | 160 | 33 min 06 s | 75.33% | 0.672 |
| 17 | 170 | 35 min 22 s | 75.33% | 0.681 |
| 18 | 180 | 36 min 56 s | 80.00% | 0.672 |
| 19 | 190 | 37 min 05 s | 82.14% | 0.669 |
| 20 | 200 | 38 min 50 s | 82.14% | 0.665 |
min minutes, s seconds