Modulation Classification on RML 2018.01a
98.001AccuracyProposed Model (Model 2)
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed Model (Model 2)SNR Level (dB)=162026.04 | 98.001 | |
| MCLDNNSNR Level (dB)=262026.04 | 97.998 | |
| Proposed Model (Model 2)SNR Level (dB)=262026.04 | 97.917 | |
| MCLDNNSNR Level (dB)=162026.04 | 97.914 | |
| DAESNR Level (dB)=282026.04 | 97.906 | |
| MCLDNNSNR Level (dB)=222026.04 | 97.901 | |
| Proposed Model (Model 2)SNR Level (dB)=142026.04 | 97.859 | |
| MCLDNNSNR Level (dB)=182026.04 | 97.832 | |
| DAESNR Level (dB)=222026.04 | 97.804 | |
| MCLDNNSNR Level (dB)=302026.04 | 97.791 | |
| MCLDNNSNR Level (dB)=202026.04 | 97.784 | |
| MCLDNNSNR Level (dB)=242026.04 | 97.764 | |
| DAESNR Level (dB)=262026.04 | 97.747 | |
| Proposed Model (Model 2)SNR Level (dB)=282026.04 | 97.7 | |
| DAESNR Level (dB)=162026.04 | 97.685 | |
| MCLDNNSNR Level (dB)=282026.04 | 97.668 | |
| Proposed Model (Model 2)SNR Level (dB)=222026.04 | 97.664 | |
| Proposed Model (Model 2)SNR Level (dB)=202026.04 | 97.661 | |
| Proposed Model (Model 2)SNR Level (dB)=242026.04 | 97.618 | |
| DAESNR Level (dB)=182026.04 | 97.564 | |
| DAESNR Level (dB)=202026.04 | 97.545 | |
| MCLDNNSNR Level (dB)=142026.04 | 97.542 | |
| DAESNR Level (dB)=142026.04 | 97.497 | |
| DAESNR Level (dB)=302026.04 | 97.485 | |
| MCLDNNSNR Level (dB)=122026.04 | 97.483 | |
| Proposed Model (Model 2)SNR Level (dB)=302026.04 | 97.472 | |
| DAESNR Level (dB)=242026.04 | 97.395 | |
| Proposed Model (Model 2)SNR Level (dB)=122026.04 | 97.282 | |
| Proposed Model (Model 2)SNR Level (dB)=182026.04 | 97.269 | |
| Proposed Model (Model 2)SNR Level (dB)=102026.04 | 96.973 | |
| DAESNR Level (dB)=122026.04 | 96.952 | |
| PET-CGDNNSNR Level (dB)=162026.04 | 96.948 | |
| PET-CGDNNSNR Level (dB)=262026.04 | 96.934 | |
| MCLDNNSNR Level (dB)=102026.04 | 96.882 | |
| PET-CGDNNSNR Level (dB)=282026.04 | 96.756 | |
| PET-CGDNNSNR Level (dB)=242026.04 | 96.741 | |
| PET-CGDNNSNR Level (dB)=142026.04 | 96.736 | |
| PET-CGDNNSNR Level (dB)=222026.04 | 96.624 | |
| PET-CGDNNSNR Level (dB)=202026.04 | 96.53 | |
| PET-CGDNNSNR Level (dB)=302026.04 | 96.443 | |
| PET-CGDNNSNR Level (dB)=182026.04 | 96.41 | |
| Proposed Model (Model 2)SNR Level (dB)=82026.04 | 96.284 | |
| PET-CGDNNSNR Level (dB)=122026.04 | 95.936 | |
| MCLDNNSNR Level (dB)=82026.04 | 95.43 | |
| DAESNR Level (dB)=102026.04 | 95.225 | |
| PET-CGDNNSNR Level (dB)=102026.04 | 94.997 | |
| PET-CGDNNSNR Level (dB)=82026.04 | 93.011 | |
| DAESNR Level (dB)=82026.04 | 91.72 | |
| Proposed Model (Model 2)SNR Level (dB)=62026.04 | 91.688 | |
| MCLDNNSNR Level (dB)=62026.04 | 90.671 | |
| PET-CGDNNSNR Level (dB)=62026.04 | 86.729 | |
| DAESNR Level (dB)=62026.04 | 85.148 | |
| Proposed Model (Model 2)SNR Level (dB)=42026.04 | 81.899 | |
| MCLDNNSNR Level (dB)=42026.04 | 81.389 | |
| PET-CGDNNSNR Level (dB)=42026.04 | 75.509 | |
| DAESNR Level (dB)=42026.04 | 72.481 | |
| Proposed Model (Model 2)SNR Level (dB)=22026.04 | 71.5 | |
| MCLDNNSNR Level (dB)=22026.04 | 68.244 | |
| PET-CGDNNSNR Level (dB)=22026.04 | 67.088 | |
| DAESNR Level (dB)=22026.04 | 62.163 | |
| Proposed Model (Model 2)SNR Level (dB)=02026.04 | 58.911 | |
| MCLDNNSNR Level (dB)=02026.04 | 56.849 | |
| PET-CGDNNSNR Level (dB)=02026.04 | 54.903 | |
| DAESNR Level (dB)=02026.04 | 47.617 | |
| Proposed Model (Model 2)SNR Level (dB)=-22026.04 | 46.408 | |
| MCLDNNSNR Level (dB)=-22026.04 | 44.517 | |
| PET-CGDNNSNR Level (dB)=-22026.04 | 43.717 | |
| MCLDNNSNR Level (dB)=-42026.04 | 34.998 | |
| Proposed Model (Model 2)SNR Level (dB)=-42026.04 | 34.946 | |
| DAESNR Level (dB)=-22026.04 | 34.522 | |
| PET-CGDNNSNR Level (dB)=-42026.04 | 32.923 | |
| Proposed Model (Model 2)SNR Level (dB)=-62026.04 | 28.414 | |
| PET-CGDNNSNR Level (dB)=-62026.04 | 25.243 | |
| MCLDNNSNR Level (dB)=-62026.04 | 25.238 | |
| Proposed Model (Model 2)SNR Level (dB)=-82026.04 | 20.336 | |
| PET-CGDNNSNR Level (dB)=-82026.04 | 18.498 | |
| DAESNR Level (dB)=-42026.04 | 17.285 | |
| MCLDNNSNR Level (dB)=-82026.04 | 16.805 | |
| Proposed Model (Model 2)SNR Level (dB)=-102026.04 | 13.747 | |
| PET-CGDNNSNR Level (dB)=-102026.04 | 13.244 | |
| MCLDNNSNR Level (dB)=-102026.04 | 11.799 | |
| DAESNR Level (dB)=-62026.04 | 9.405 | |
| PET-CGDNNSNR Level (dB)=-122026.04 | 9.162 | |
| Proposed Model (Model 2)SNR Level (dB)=-122026.04 | 8.964 | |
| MCLDNNSNR Level (dB)=-122026.04 | 7.705 | |
| Proposed Model (Model 2)SNR Level (dB)=-142026.04 | 6.397 | |
| PET-CGDNNSNR Level (dB)=-142026.04 | 6.111 | |
| MCLDNNSNR Level (dB)=-142026.04 | 5.578 | |
| MCLDNNSNR Level (dB)=-162026.04 | 5.419 | |
| DAESNR Level (dB)=-82026.04 | 5.278 | |
| PET-CGDNNSNR Level (dB)=-162026.04 | 4.972 | |
| PET-CGDNNSNR Level (dB)=-182026.04 | 4.751 | |
| Proposed Model (Model 2)SNR Level (dB)=-162026.04 | 4.697 | |
| Proposed Model (Model 2)SNR Level (dB)=-182026.04 | 4.538 | |
| DAESNR Level (dB)=-182026.04 | 4.432 | |
| DAESNR Level (dB)=-162026.04 | 4.37 | |
| DAESNR Level (dB)=-142026.04 | 4.261 | |
| DAESNR Level (dB)=-102026.04 | 4.234 | |
| Proposed Model (Model 2)SNR Level (dB)=-202026.04 | 4.219 | |
| DAESNR Level (dB)=-122026.04 | 4.205 |