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ResearchFormerly WizWand

Modulation Classification on IEEE Dataport IQ (test)

86AccuracySpectrumFM
17.67235.41153.1570.889May 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SpectrumFMN=16002026.0586
Transfer RML16N=16002026.0584
MAMLN=16002026.0583
FOMAMLN=16002026.0583
Transfer RML16N=8002026.0582
MAMLN=8002026.0582
FOMAMLN=8002026.0581
Transfer RML16N=4002026.0580
MAMLN=4002026.0580
SpectrumFMN=8002026.0580
FOMAMLN=4002026.0579
MAMLN=2002026.0575
Transfer RML16N=2002026.0574
FOMAMLN=2002026.0574
RFPromptN=4002026.0574
RFPromptShot budget (K)=1282026.0573
ResNet18Shot budget (K)=1282026.0572.8
MAMLShot budget (K)=1282026.0572.4
Partial Fine-TuningN=16002026.0572
RFPromptN=16002026.0572
FOMAMLShot budget (K)=1282026.0571.6
TransferShot budget (K)=1282026.0571.5
RFPromptN=2002026.0571
RFPromptN=1002026.0570
RFPromptN=8002026.0570
CNNShot budget (K)=1282026.0569.2
FOMAMLN=1002026.0569
Partial Fine-TuningN=4002026.0568
Partial Fine-TuningN=2002026.0567
MAMLN=1002026.0566
SpectrumFMN=4002026.0566
RFPromptShot budget (K)=642026.0565.2
EffNet-B0Shot budget (K)=1282026.0564.8
MAMLShot budget (K)=642026.0563.8
FOMAMLShot budget (K)=642026.0562.5
Transfer RML16N=1002026.0562
RFPromptShot budget (K)=162026.0561
EffNet-B0Shot budget (K)=642026.0561
TransferShot budget (K)=642026.0560.8
EffNet-B0Shot budget (K)=322026.0559.6
Partial Fine-TuningN=1002026.0559
ResNet18Shot budget (K)=322026.0559
ResNet18Shot budget (K)=642026.0559
RFPromptShot budget (K)=322026.0558.8
CNNShot budget (K)=642026.0558.4
Partial Fine-TuningN=8002026.0558
FOMAMLShot budget (K)=322026.0556.2
SpectrumFMN=2002026.0555
MAMLShot budget (K)=322026.0552.9
CNNShot budget (K)=322026.0550.8
CNNShot budget (K)=162026.0550.4
RFPromptShot budget (K)=82026.0550.2
Frozen ExpertN=16002026.0549
TransferShot budget (K)=322026.0548.1
RFPromptShot budget (K)=42026.0547
SpectrumFMShot budget (K)=1282026.0547
SpectrumFMShot budget (K)=642026.0544.6
FOMAMLShot budget (K)=162026.0544.4
Frozen ExpertN=8002026.0544
TransferShot budget (K)=162026.0541.3
MAMLShot budget (K)=162026.0541
EffNet-B0Shot budget (K)=162026.0540
SpectrumFMN=1002026.0539
Frozen ExpertN=4002026.0539
MAMLShot budget (K)=82026.0538.7
Frozen ExpertN=1002026.0538
Frozen ExpertN=2002026.0538
RFPromptShot budget (K)=22026.0537.4
CNNShot budget (K)=82026.0534.4
TransferShot budget (K)=82026.0534.3
ResNet18Shot budget (K)=82026.0533.6
MAMLShot budget (K)=22026.0533.1
TransferShot budget (K)=22026.0532.6
FOMAMLShot budget (K)=82026.0531.9
TransferShot budget (K)=42026.0531.5
FOMAMLShot budget (K)=42026.0529.6
SpectrumFMShot budget (K)=322026.0529.3
ResNet18Shot budget (K)=42026.0529.2
SpectrumFMShot budget (K)=162026.0529.1
EffNet-B0Shot budget (K)=42026.0528.6
EffNet-B0Shot budget (K)=22026.0528.2
SpectrumFMShot budget (K)=42026.0527.9
FOMAMLShot budget (K)=22026.0527.7
MobileNetV3Shot budget (K)=42026.0527
MobileNetV3Shot budget (K)=82026.0527
EffNet-B0Shot budget (K)=82026.0526.2
ReptileShot budget (K)=642026.0526
ReptileShot budget (K)=1282026.0525.3
MAMLShot budget (K)=42026.0525.2
ReptileShot budget (K)=322026.0525.1
MobileNetV3Shot budget (K)=642026.0524.8
SpectrumFMShot budget (K)=82026.0524.5
ResNet18Shot budget (K)=22026.0524.4
MobileNetV3Shot budget (K)=322026.0524.2
MobileNetV3Shot budget (K)=1282026.0524
SpectrumFMShot budget (K)=22026.0523.8
ReptileShot budget (K)=162026.0522.9
ResNet18Shot budget (K)=162026.0522.8
TransferShot budget (K)=02026.0520.7
ReptileShot budget (K)=82026.0520.3