Fundus Image Quality Assessment on DRIMDB (test)
99.28Balanced AccuracyFIT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FITSupervision Type=Supervised Fundus2026.06 | 99.28 | 99.6 | 98.88 | 100 | 100 | |
| EFIQASupervision Type=Unsupervised2026.06 | 99.28 | 99.6 | 98.88 | 100 | 100 | |
| FGR-NetSupervision Type=Supervised Fundus2026.06 | 97.2 | 97.12 | 92.58 | 99.77 | 99.88 | |
| IL-NIQESupervision Type=Unsupervised2026.06 | 94.63 | 95.51 | 87.96 | 99.34 | 99.65 | |
| MCF-NetSupervision Type=Supervised Fundus2026.06 | 94 | 93.62 | 85.02 | 99.07 | 99.6 | |
| NIQESupervision Type=Unsupervised2026.06 | 92.28 | 95.31 | 86.44 | 98.48 | 99.13 | |
| TOPIQSupervision Type=Supervised General IQA2026.06 | 81.76 | 87.84 | 64.67 | 88.57 | 89.1 | |
| MANIQASupervision Type=Supervised General IQA2026.06 | 79.51 | 86.27 | 60.09 | 89.73 | 91.04 | |
| ARNIQASupervision Type=Supervised General IQA2026.06 | 64.49 | 75.59 | 29.39 | 70.12 | 75.26 | |
| AutoMorphSupervision Type=Supervised Fundus2026.06 | 50 | 78.37 | 0 | 36.61 | 54.96 |