wet-AMD conversion prediction on HARBOR 12-month window (test)
0.775AUROCTCsyn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TCsynProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.775 | 0.304 | 69.5 | |
| TCProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.752 | 0.265 | 67.1 | |
| TC w/o DMProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.748 | 0.22 | 65.3 | |
| AugSelfProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.735 | 0.245 | 65.1 | |
| TC w/o lregProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.721 | 0.195 | 65.5 | |
| EquiModProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.718 | 0.226 | 65.7 | |
| ESSLProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.699 | 0.187 | 63.7 | |
| ImageNetProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.692 | 0.167 | 61.6 | |
| TINCProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.688 | 0.21 | 62.9 | |
| VICRegProtocol=Linear evaluation, Backbone=ResNet-502024.05 | 0.671 | 0.158 | 62.2 | |
| STAMPEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.671 | 0.2 | 60.7 | |
| ImageNetEvaluation Protocol=Full Finetuning, Reporting=4-folds2025.12 | 0.64 | 0.151 | 57.8 | |
| SiamMAEEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.638 | 0.161 | 59 | |
| MAEEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.602 | 0.137 | 53.1 | |
| TCEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.599 | 0.143 | 56.4 | |
| VisionFMEvaluation Protocol=Full Finetuning, Reporting=4-folds2025.12 | 0.593 | 0.126 | 55.3 | |
| RetFoundEvaluation Protocol=Full Finetuning, Reporting=4-folds2025.12 | 0.551 | 0.121 | 53.1 | |
| RSPEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.54 | 0.113 | 52.1 | |
| CropMAEEvaluation Protocol=Linear Evaluation, Reporting=4-folds2025.12 | 0.523 | 0.097 | 50.3 |