Modulation Classification on IEEE Dataport IQ (test)
86AccuracySpectrumFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SpectrumFMN=16002026.05 | 86 | |
| Transfer RML16N=16002026.05 | 84 | |
| MAMLN=16002026.05 | 83 | |
| FOMAMLN=16002026.05 | 83 | |
| Transfer RML16N=8002026.05 | 82 | |
| MAMLN=8002026.05 | 82 | |
| FOMAMLN=8002026.05 | 81 | |
| Transfer RML16N=4002026.05 | 80 | |
| MAMLN=4002026.05 | 80 | |
| SpectrumFMN=8002026.05 | 80 | |
| FOMAMLN=4002026.05 | 79 | |
| MAMLN=2002026.05 | 75 | |
| Transfer RML16N=2002026.05 | 74 | |
| FOMAMLN=2002026.05 | 74 | |
| RFPromptN=4002026.05 | 74 | |
| RFPromptShot budget (K)=1282026.05 | 73 | |
| ResNet18Shot budget (K)=1282026.05 | 72.8 | |
| MAMLShot budget (K)=1282026.05 | 72.4 | |
| Partial Fine-TuningN=16002026.05 | 72 | |
| RFPromptN=16002026.05 | 72 | |
| FOMAMLShot budget (K)=1282026.05 | 71.6 | |
| TransferShot budget (K)=1282026.05 | 71.5 | |
| RFPromptN=2002026.05 | 71 | |
| RFPromptN=1002026.05 | 70 | |
| RFPromptN=8002026.05 | 70 | |
| CNNShot budget (K)=1282026.05 | 69.2 | |
| FOMAMLN=1002026.05 | 69 | |
| Partial Fine-TuningN=4002026.05 | 68 | |
| Partial Fine-TuningN=2002026.05 | 67 | |
| MAMLN=1002026.05 | 66 | |
| SpectrumFMN=4002026.05 | 66 | |
| RFPromptShot budget (K)=642026.05 | 65.2 | |
| EffNet-B0Shot budget (K)=1282026.05 | 64.8 | |
| MAMLShot budget (K)=642026.05 | 63.8 | |
| FOMAMLShot budget (K)=642026.05 | 62.5 | |
| Transfer RML16N=1002026.05 | 62 | |
| RFPromptShot budget (K)=162026.05 | 61 | |
| EffNet-B0Shot budget (K)=642026.05 | 61 | |
| TransferShot budget (K)=642026.05 | 60.8 | |
| EffNet-B0Shot budget (K)=322026.05 | 59.6 | |
| Partial Fine-TuningN=1002026.05 | 59 | |
| ResNet18Shot budget (K)=322026.05 | 59 | |
| ResNet18Shot budget (K)=642026.05 | 59 | |
| RFPromptShot budget (K)=322026.05 | 58.8 | |
| CNNShot budget (K)=642026.05 | 58.4 | |
| Partial Fine-TuningN=8002026.05 | 58 | |
| FOMAMLShot budget (K)=322026.05 | 56.2 | |
| SpectrumFMN=2002026.05 | 55 | |
| MAMLShot budget (K)=322026.05 | 52.9 | |
| CNNShot budget (K)=322026.05 | 50.8 | |
| CNNShot budget (K)=162026.05 | 50.4 | |
| RFPromptShot budget (K)=82026.05 | 50.2 | |
| Frozen ExpertN=16002026.05 | 49 | |
| TransferShot budget (K)=322026.05 | 48.1 | |
| RFPromptShot budget (K)=42026.05 | 47 | |
| SpectrumFMShot budget (K)=1282026.05 | 47 | |
| SpectrumFMShot budget (K)=642026.05 | 44.6 | |
| FOMAMLShot budget (K)=162026.05 | 44.4 | |
| Frozen ExpertN=8002026.05 | 44 | |
| TransferShot budget (K)=162026.05 | 41.3 | |
| MAMLShot budget (K)=162026.05 | 41 | |
| EffNet-B0Shot budget (K)=162026.05 | 40 | |
| SpectrumFMN=1002026.05 | 39 | |
| Frozen ExpertN=4002026.05 | 39 | |
| MAMLShot budget (K)=82026.05 | 38.7 | |
| Frozen ExpertN=1002026.05 | 38 | |
| Frozen ExpertN=2002026.05 | 38 | |
| RFPromptShot budget (K)=22026.05 | 37.4 | |
| CNNShot budget (K)=82026.05 | 34.4 | |
| TransferShot budget (K)=82026.05 | 34.3 | |
| ResNet18Shot budget (K)=82026.05 | 33.6 | |
| MAMLShot budget (K)=22026.05 | 33.1 | |
| TransferShot budget (K)=22026.05 | 32.6 | |
| FOMAMLShot budget (K)=82026.05 | 31.9 | |
| TransferShot budget (K)=42026.05 | 31.5 | |
| FOMAMLShot budget (K)=42026.05 | 29.6 | |
| SpectrumFMShot budget (K)=322026.05 | 29.3 | |
| ResNet18Shot budget (K)=42026.05 | 29.2 | |
| SpectrumFMShot budget (K)=162026.05 | 29.1 | |
| EffNet-B0Shot budget (K)=42026.05 | 28.6 | |
| EffNet-B0Shot budget (K)=22026.05 | 28.2 | |
| SpectrumFMShot budget (K)=42026.05 | 27.9 | |
| FOMAMLShot budget (K)=22026.05 | 27.7 | |
| MobileNetV3Shot budget (K)=42026.05 | 27 | |
| MobileNetV3Shot budget (K)=82026.05 | 27 | |
| EffNet-B0Shot budget (K)=82026.05 | 26.2 | |
| ReptileShot budget (K)=642026.05 | 26 | |
| ReptileShot budget (K)=1282026.05 | 25.3 | |
| MAMLShot budget (K)=42026.05 | 25.2 | |
| ReptileShot budget (K)=322026.05 | 25.1 | |
| MobileNetV3Shot budget (K)=642026.05 | 24.8 | |
| SpectrumFMShot budget (K)=82026.05 | 24.5 | |
| ResNet18Shot budget (K)=22026.05 | 24.4 | |
| MobileNetV3Shot budget (K)=322026.05 | 24.2 | |
| MobileNetV3Shot budget (K)=1282026.05 | 24 | |
| SpectrumFMShot budget (K)=22026.05 | 23.8 | |
| ReptileShot budget (K)=162026.05 | 22.9 | |
| ResNet18Shot budget (K)=162026.05 | 22.8 | |
| TransferShot budget (K)=02026.05 | 20.7 | |
| ReptileShot budget (K)=82026.05 | 20.3 |