Modulation Classification on RadioML 25 s/cls 2016.10A
75.4F1 ScoreFull-Data Oracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full-Data Oracle2026.04 | 75.4 | 76.1 | 76.7 | 76.1 | |
| LLM-AUGAugmentation Factor=2x2026.04 | 48.3 | 48.5 | 48.5 | 48.5 | |
| LLM-AUGAugmentation Factor=1.2x2026.04 | 46.1 | 47.3 | 46.9 | 47.3 | |
| LLM-AUGAugmentation Factor=1.5x2026.04 | 44.8 | 45.7 | 45.6 | 45.7 | |
| No Augmentation2026.04 | 44.1 | 45.1 | 44.1 | 45.1 | |
| GANAugmentation Factor=1.2x2026.04 | 43.7 | 45 | 43.5 | 45 | |
| VAEAugmentation Factor=1.5x2026.04 | 41.5 | 42.8 | 43.5 | 42.8 | |
| GANAugmentation Factor=2x2026.04 | 41.3 | 42.2 | 45.5 | 42.2 | |
| GANAugmentation Factor=1.5x2026.04 | 41.2 | 43 | 45.4 | 43 | |
| VAEAugmentation Factor=2x2026.04 | 38.1 | 40.3 | 40.2 | 40.3 | |
| DiffusionAugmentation Factor=2x2026.04 | 36.2 | 38.6 | 38.6 | 38.6 | |
| DiffusionAugmentation Factor=1.2x2026.04 | 35.3 | 37.3 | 38.4 | 37.3 | |
| VAEAugmentation Factor=1.2x2026.04 | 28.5 | 33.5 | 31.4 | 33.5 | |
| DiffusionAugmentation Factor=1.5x2026.04 | 19.2 | 27.1 | 28.8 | 27.1 |