Classification on Brain Tumor MRI (local test)
90.55Aggregate AccuracyFHE-resnet18
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FHE-resnet18Training Rounds=20, Number of Clients=202026.03 | 90.55 | 89 | 90 | 90 | |
| Standard-resnet18Training Rounds=20, Number of Clients=202026.03 | 90.2 | 89 | 90 | 90 | |
| FHE-resnet18-qcnnTraining Rounds=20, Number of Clients=12026.03 | 76.86 | 75 | 76 | 75 | |
| FHE-resnet18-qnnTraining Rounds=20, Number of Clients=202026.03 | 76.81 | 74 | 76 | 77 | |
| Standard-cnnTraining Rounds=20, Number of Clients=202026.03 | 72.54 | 71 | 72 | 73 | |
| FHE-cnnTraining Rounds=20, Number of Clients=202026.03 | 71.65 | 71 | 72 | 73 | |
| FHE-cnn-qnnTraining Rounds=20, Number of Clients=202026.03 | 70.78 | 69 | 70 | 69 | |
| FHE-cnn-qcnnTraining Rounds=20, Number of Clients=202026.03 | 70.77 | 69 | 71 | 71 | |
| Standard-cnn-qnnTraining Rounds=20, Number of Clients=202026.03 | 68.63 | 67 | 69 | 70 | |
| Standard-cnn-qcnnTraining Rounds=20, Number of Clients=202026.03 | 68.26 | 66 | 67 | 68 | |
| Standard-resnet18-qcnnTraining Rounds=20, Number of Clients=202026.03 | 66.65 | 62 | 62 | 63 | |
| Standard-resnet18-qnnTraining Rounds=20, Number of Clients=202026.03 | 46 | 44 | 48 | 54 |