Subgroup and disease classification on RetOCT
97.1Subgroup B-ACCCE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CErole=upper bound2026.05 | 97.1 | — | — | |
| Deep UCSLSinkhorn-Knopp=true2026.05 | 62.6 | 100 | 73.5 | |
| SupCon+K-Means2026.05 | 61.8 | 99.9 | 73.2 | |
| DeepCluster-v2trained on diseased samples only=true2026.05 | 59.3 | — | — | |
| VAE+UCSL2026.05 | 58.5 | 35 | 36.9 | |
| SimCLRtrained on diseased samples only=true2026.05 | 57.8 | — | — | |
| SwAVtrained on diseased samples only=true2026.05 | 56.3 | — | — | |
| WS-DeepClustering2026.05 | 55.4 | 99.3 | 70.5 | |
| SCANtrained on diseased samples only=true2026.05 | 44.9 | — | — | |
| PCLtrained on diseased samples only=true2026.05 | 42.8 | — | — | |
| BCE+K-Means2026.05 | 37.1 | 99.6 | 67.2 | |
| RETFoundmode=OCT/F2026.05 | 36.5 | 96.76 | 62.39 | |
| Deep UCSL w/o SKSinkhorn-Knopp=false2026.05 | 34.5 | 99.9 | 66.8 | |
| BYOLtrained on diseased samples only=true2026.05 | 33.7 | — | — |