Modulation Classification on RW-IQ OOD (test)
83.3AccuracyRFPrompt
Evaluation results
| Method | Links | |
|---|---|---|
| RFPromptShot budget (K)=1282026.05 | 83.3 | |
| RFPromptShot budget (K)=642026.05 | 80.4 | |
| RFPromptShot budget (K)=322026.05 | 75.9 | |
| RFPromptShot budget (K)=162026.05 | 69.8 | |
| RFPromptShot budget (K)=82026.05 | 69.4 | |
| ResNet18Shot budget (K)=1282026.05 | 60.7 | |
| RFPromptShot budget (K)=42026.05 | 60.6 | |
| ResNet18Shot budget (K)=642026.05 | 53 | |
| RFPromptShot budget (K)=22026.05 | 52.6 | |
| SpectrumFMShot budget (K)=1282026.05 | 48.1 | |
| CNNShot budget (K)=1282026.05 | 44 | |
| EffNet-B0Shot budget (K)=642026.05 | 42.4 | |
| ResNet18Shot budget (K)=322026.05 | 40.9 | |
| ResNet18Shot budget (K)=162026.05 | 40.6 | |
| EffNet-B0Shot budget (K)=1282026.05 | 39.9 | |
| SpectrumFMShot budget (K)=642026.05 | 38.3 | |
| TransferShot budget (K)=1282026.05 | 35 | |
| FOMAMLShot budget (K)=1282026.05 | 32.9 | |
| SpectrumFMShot budget (K)=322026.05 | 31.1 | |
| MAMLShot budget (K)=1282026.05 | 30.5 | |
| MAMLShot budget (K)=642026.05 | 29.4 | |
| ResNet18Shot budget (K)=82026.05 | 28.9 | |
| SpectrumFMShot budget (K)=22026.05 | 26.2 | |
| EffNet-B0Shot budget (K)=322026.05 | 25.7 | |
| SpectrumFMShot budget (K)=42026.05 | 24.5 | |
| SpectrumFMShot budget (K)=162026.05 | 24.4 | |
| SpectrumFMShot budget (K)=82026.05 | 23.7 | |
| CNNShot budget (K)=322026.05 | 22.9 | |
| ReptileShot budget (K)=642026.05 | 22.7 | |
| EffNet-B0Shot budget (K)=82026.05 | 21.4 | |
| MobileNetV3Shot budget (K)=642026.05 | 21.3 | |
| CNNShot budget (K)=162026.05 | 21.3 | |
| FOMAMLShot budget (K)=322026.05 | 21 | |
| ReptileShot budget (K)=162026.05 | 20.8 | |
| ReptileShot budget (K)=1282026.05 | 20.8 | |
| MobileNetV3Shot budget (K)=82026.05 | 20.7 | |
| ReptileShot budget (K)=322026.05 | 20.5 | |
| MAMLShot budget (K)=322026.05 | 20.4 | |
| EffNet-B0Shot budget (K)=42026.05 | 20.3 | |
| FOMAMLShot budget (K)=642026.05 | 20.2 | |
| MobileNetV3Shot budget (K)=162026.05 | 20.1 | |
| ReptileShot budget (K)=82026.05 | 19.4 | |
| ResNet18Shot budget (K)=42026.05 | 18.3 | |
| ReptileShot budget (K)=42026.05 | 18.3 | |
| ReptileShot budget (K)=22026.05 | 16.9 | |
| MAMLShot budget (K)=22026.05 | 16.4 | |
| MAMLShot budget (K)=82026.05 | 16.3 | |
| FOMAMLShot budget (K)=82026.05 | 16 | |
| FOMAMLShot budget (K)=42026.05 | 15.7 | |
| MobileNetV3Shot budget (K)=1282026.05 | 15.6 | |
| CNNShot budget (K)=22026.05 | 15.6 | |
| MAMLShot budget (K)=42026.05 | 15.6 | |
| TransferShot budget (K)=22026.05 | 15.5 | |
| TransferShot budget (K)=42026.05 | 15.5 | |
| TransferShot budget (K)=82026.05 | 15.5 | |
| TransferShot budget (K)=162026.05 | 15.5 | |
| TransferShot budget (K)=322026.05 | 15.5 | |
| MAMLShot budget (K)=162026.05 | 15.5 | |
| TransferShot budget (K)=642026.05 | 15.4 | |
| FOMAMLShot budget (K)=162026.05 | 15.4 | |
| ReptileShot budget (K)=02026.05 | 15.4 | |
| EffNet-B0Shot budget (K)=162026.05 | 14.9 | |
| MobileNetV3Shot budget (K)=22026.05 | 14.6 | |
| MobileNetV3Shot budget (K)=42026.05 | 14.6 | |
| FOMAMLShot budget (K)=22026.05 | 14.6 | |
| TransferShot budget (K)=02026.05 | 14.5 | |
| MAMLShot budget (K)=02026.05 | 14.5 | |
| FOMAMLShot budget (K)=02026.05 | 14.5 | |
| CNNShot budget (K)=42026.05 | 14.4 | |
| RFPromptShot budget (K)=02026.05 | 14.3 | |
| MobileNetV3Shot budget (K)=02026.05 | 14.3 | |
| MobileNetV3Shot budget (K)=322026.05 | 14.3 | |
| CNNShot budget (K)=02026.05 | 14.3 | |
| CNNShot budget (K)=82026.05 | 14.3 | |
| ResNet18Shot budget (K)=22026.05 | 13.7 | |
| CNNShot budget (K)=642026.05 | 13.1 | |
| EffNet-B0Shot budget (K)=22026.05 | 12.9 | |
| EffNet-B0Shot budget (K)=02026.05 | 10.7 | |
| SpectrumFMShot budget (K)=02026.05 | 9.1 | |
| ResNet18Shot budget (K)=02026.05 | 6.3 |