Table 4.
State-of-the-art comparison analysis based on 1400 HR images to recognize two stages in the pattern form SE%/SP%/ACC%/AUC.
| Methods | NR | MLD-HR | MOD-HR | SEV-HR | MLG-HR |
|---|---|---|---|---|---|
| Arsalan-HR [38] | 84.5/83.5/83.5/0.84 | 85.5/85.5/85.5/0.85 | 84.5/85.5/84.5/0.85 | 80.5/81.5/82.5/0.80 | 84.5/83.5/83.5/0.84 |
| Kriplani-AVR [39] | 82.5/81.5/82.5/0.82 | 83.5/82.5/83.5/0.83 | 83.5/82.5/82.5/0.82 | 80.5/81.0/82.0/0.81 | 82.5/81.5/82.5/0.82 |
| Tag-Semantic [40] | 83.1/82.2/81.5/0.83 | 84.1/85.2/84.5/0.84 | 83.1/82.2/81.5/0.82 | 82.1/82.2/81.5/0.82 | 83.1/82.2/81.5/0.83 |
| DenseHyper [31] | 85.5/83.5/83/0.84 | 87.5/84.5/83/0.86 | 85.6/84.5/84/0.85 | 82.5/84.5/84/0.82 | 84.5/83.5/83/0.84 |
| HYPER-RETINO | 94.1/93.4/91/0.92 | 90.0/91.4/91/0.89 | 88.5/88.2/87.5/0.92 | 90.5/93.5/96/0.93 | 89.5/90.5/95/0.90 |
NR: Normal retinograph images, MLDR: Mild hypertensive retinopathy, MOD-HR: Moderate hypertensive retinopathy, severe HR (SEV-HR) and MLG-HR: Malignant hypertensive retinopathy.