Incident Alzheimer's Disease prediction on UK Biobank
67.8AUROCREVEAL++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REVEAL++Evaluation Protocol=multi-modal SVM2026.06 | 67.8 | 61.3 | 23.6 | 0.168 | |
| REVEALGACL=Enabled2026.04 | 65.8 | 61 | 20.8 | 0.147 | |
| REVEAL (with GACL)Evaluation Protocol=multi-modal SVM, GACL=yes2026.06 | 65.8 | 60.9 | 20.7 | 0.146 | |
| RETFound+GatorTron2026.04 | 65.5 | 57.3 | 17.4 | 0.108 | |
| REVEALGACL=Disabled2026.04 | 65.4 | 60.2 | 20.5 | 0.144 | |
| REVEAL (no GACL)Evaluation Protocol=multi-modal SVM, GACL=no2026.06 | 65.4 | 60.2 | 20.5 | 0.144 | |
| RETFound + GatorTronEvaluation Protocol=multi-modal SVM, Image Encoder=RETFound, Text Encoder=GatorTron2026.06 | 64.2 | 58.1 | 18.5 | 0.119 | |
| Baseline SVM2026.04 | 59.3 | 57.4 | 14 | 0.076 | |
| Baseline SVMFeatures=structured clinical variables and CFP-derived image features, Evaluation Protocol=multi-modal SVM2026.06 | 59.3 | 57.4 | 14 | 0.076 | |
| RETCLIP2026.04 | 55.8 | 52.7 | 10.6 | 0.028 | |
| RETCLIPEvaluation Protocol=multi-modal SVM2026.06 | 55.8 | 52.7 | 10.6 | 0.028 | |
| BiomedCLIP2026.04 | 52.5 | 52.2 | 12.1 | 0.023 | |
| BiomedCLIPEvaluation Protocol=multi-modal SVM2026.06 | 52.5 | 52.2 | 12.1 | 0.023 | |
| KeepFIT-CFP2026.04 | 50.3 | 51.9 | 11.7 | 0.018 | |
| KeepFIT-CFPEvaluation Protocol=multi-modal SVM2026.06 | 49 | 50.5 | 9.9 | 0.002 | |
| PMC-CLIP2026.04 | 47.1 | 48.4 | 7.6 | -0.022 | |
| PMC-CLIPEvaluation Protocol=multi-modal SVM2026.06 | 47.1 | 48.4 | 7.6 | -0.022 |