Modulation Classification on RadioML 50 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 | |
| GANAugmentation Factor=1.2x2026.04 | 54.9 | 55.5 | 56.2 | 55.5 | |
| VAEAugmentation Factor=1.5x2026.04 | 53.6 | 54 | 54.6 | 54 | |
| LLM-AUGAugmentation Factor=2x2026.04 | 48.9 | 49.3 | 48.8 | 49.3 | |
| LLM-AUGAugmentation Factor=1.5x2026.04 | 48.5 | 48.9 | 48.3 | 48.9 | |
| VAEAugmentation Factor=2x2026.04 | 47.9 | 49.7 | 48.8 | 49.7 | |
| LLM-AUGAugmentation Factor=1.2x2026.04 | 47.5 | 48.7 | 47.3 | 48.7 | |
| VAEAugmentation Factor=1.2x2026.04 | 46.8 | 49.1 | 49.8 | 49.1 | |
| DiffusionAugmentation Factor=1.5x2026.04 | 46 | 47.4 | 45.6 | 47.4 | |
| GANAugmentation Factor=2x2026.04 | 44.6 | 47.3 | 47 | 47.3 | |
| DiffusionAugmentation Factor=2x2026.04 | 44.3 | 46.4 | 44.1 | 46.4 | |
| GANAugmentation Factor=1.5x2026.04 | 43.4 | 45.8 | 46.1 | 45.8 | |
| DiffusionAugmentation Factor=1.2x2026.04 | 41.2 | 46.6 | 43.4 | 46.6 | |
| No Augmentation2026.04 | 40.7 | 44.5 | 42.4 | 44.5 |