Disease detection on Cardiac MRI external (test)
81Balanced AccuracyHead-only
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Head-onlyLearning setting=Centralized2026.03 | 81 | 94.9 | 67.2 | 93.7 | |
| LoRALearning setting=Centralized2026.03 | 78 | 94.3 | 61.6 | 92.9 | |
| Med-Dual LoRALearning setting=Federated2026.03 | 76.8 | 92.4 | 61.2 | 92.1 | |
| Full-ftLearning setting=Centralized2026.03 | 74.5 | 95.3 | 53.8 | 92.7 | |
| LoRALearning setting=Federated2026.03 | 69.3 | 97 | 41.7 | 92.7 | |
| Head-onlyLearning setting=Federated2026.03 | 51.4 | 99.7 | 3 | 90.9 |