Automatic Modulation Recognition on AMR Dataset (test)
91.16AccuracyDualformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DualformerSNR (dB)=122026.06 | 91.16 | 91.05 | |
| InformerSNR (dB)=122026.06 | 88.76 | 88.58 | |
| DualformerSNR (dB)=82026.06 | 85.74 | 85.63 | |
| LSTMSNR (dB)=122026.06 | 84.85 | 84.03 | |
| TransformerSNR (dB)=122026.06 | 81.72 | 81.31 | |
| InformerSNR (dB)=82026.06 | 80.49 | 80.12 | |
| CNN2SNR (dB)=122026.06 | 76.68 | 74.02 | |
| ResNetSNR (dB)=122026.06 | 74.91 | 73.52 | |
| TransformerSNR (dB)=82026.06 | 72.7 | 72.25 | |
| CNN2SNR (dB)=82026.06 | 71.66 | 69.07 | |
| DualformerSNR (dB)=42026.06 | 68.43 | 67.83 | |
| InformerSNR (dB)=42026.06 | 67.67 | 66.13 | |
| ResNetSNR (dB)=82026.06 | 66.95 | 65.57 | |
| LSTMSNR (dB)=82026.06 | 63.9 | 62.34 | |
| LSTMSNR (dB)=42026.06 | 62.45 | 58.31 | |
| TransformerSNR (dB)=42026.06 | 62.44 | 60.54 | |
| CNN2SNR (dB)=42026.06 | 61.42 | 58.81 | |
| ResNetSNR (dB)=42026.06 | 56.82 | 53.04 | |
| DualformerSNR (dB)=02026.06 | 54.52 | 53.4 | |
| InformerSNR (dB)=02026.06 | 54.24 | 52.54 | |
| TransformerSNR (dB)=02026.06 | 52.79 | 51.66 | |
| CNN2SNR (dB)=02026.06 | 51.32 | 49.04 | |
| AutoformerSNR (dB)=82026.06 | 51.21 | 50.13 | |
| AutoformerSNR (dB)=42026.06 | 47.19 | 44.26 | |
| ResNetSNR (dB)=02026.06 | 41.37 | 35.38 | |
| AutoformerSNR (dB)=122026.06 | 40.86 | 36.17 | |
| CNN1SNR (dB)=82026.06 | 39.19 | 34.61 | |
| InformerSNR (dB)=-42026.06 | 35.77 | 34.14 | |
| CNN1SNR (dB)=122026.06 | 34.2 | 28.29 | |
| DualformerSNR (dB)=-42026.06 | 34.19 | 32 | |
| AutoformerSNR (dB)=02026.06 | 32.69 | 27.49 | |
| TransformerSNR (dB)=-42026.06 | 31.05 | 29.89 | |
| LSTMSNR (dB)=02026.06 | 30.4 | 27.58 | |
| CNN2SNR (dB)=-42026.06 | 30.11 | 27.94 | |
| CNN1SNR (dB)=42026.06 | 27.26 | 23.46 | |
| CNN1SNR (dB)=02026.06 | 23.61 | 19.92 | |
| AutoformerSNR (dB)=-42026.06 | 19.82 | 16.62 | |
| LSTMSNR (dB)=-42026.06 | 8.32 | 2.3 | |
| CNN1SNR (dB)=-42026.06 | 5.67 | 3.49 | |
| ResNetSNR (dB)=-42026.06 | 4.19 | 0.33 |