Retinal Fluid Segmentation on RETOUCH Topcon → Spectralis
62.5IRF DICESupervised
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SupervisedVenue=-2026.03 | 62.5 | 48.1 | 52.1 | 54.2 | |
| SegClrVenue=MIA, training_note=uses Topcon data during downstream network training phase without labels2026.03 | 58.2 | 48.7 | 48.3 | 51.7 | |
| CoTTAVenue=CVPR2026.03 | 56.7 | 40 | 30.2 | 42.3 | |
| TENTVenue=ICLR2026.03 | 55.3 | 36.2 | 28.9 | 40.1 | |
| IRTTA_supVenue=-2026.03 | 52.6 | 35.3 | 53.4 | 47.1 | |
| IRTTAVenue=-2026.03 | 50.7 | 37.7 | 44.7 | 44.4 | |
| GARDVenue=MICCAI2026.03 | 50.2 | 27.1 | 48.8 | 42 | |
| SVDNAVenue=MICCAI, training_note=uses Topcon data during downstream network training phase without labels2026.03 | 48.8 | 41.9 | 43.8 | 44.8 | |
| BaselineVenue=-2026.03 | 47.5 | 28.2 | 39.8 | 38.5 | |
| EnergyVenue=TMI2026.03 | 46.4 | 24.1 | 47.8 | 39.4 | |
| DDAVenue=CVPR2026.03 | 46.1 | 36.2 | 38.4 | 40.2 | |
| SCUNETVenue=MLR2026.03 | 44.6 | 21.3 | 51.8 | 39.3 | |
| EDMVenue=ICLR2026.03 | 29.4 | 32.6 | 50.4 | 37.5 |