Modulation Classification on RadioML 10 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=1.2x2026.04 | 37 | 38.3 | 44.6 | 38.3 | |
| LLM-AUGAugmentation Factor=1.5x2026.04 | 36.3 | 37.7 | 43.3 | 37.7 | |
| LLM-AUGAugmentation Factor=2x2026.04 | 36.2 | 38 | 41.6 | 38 | |
| GANAugmentation Factor=1.5x2026.04 | 31.5 | 34 | 31.6 | 34 | |
| No Augmentation2026.04 | 30.1 | 35.2 | 31.8 | 35.2 | |
| DiffusionAugmentation Factor=1.2x2026.04 | 29.6 | 33.7 | 30.9 | 33.7 | |
| GANAugmentation Factor=2x2026.04 | 29.3 | 30 | 33 | 30 | |
| GANAugmentation Factor=1.2x2026.04 | 29.2 | 34 | 30.9 | 34 | |
| VAEAugmentation Factor=1.2x2026.04 | 27.4 | 33.6 | 28.4 | 33.6 | |
| VAEAugmentation Factor=2x2026.04 | 24.9 | 28.1 | 26.5 | 28.1 | |
| VAEAugmentation Factor=1.5x2026.04 | 21.9 | 31.3 | 25 | 31.3 | |
| DiffusionAugmentation Factor=2x2026.04 | 21.6 | 29.9 | 27.7 | 29.9 | |
| DiffusionAugmentation Factor=1.5x2026.04 | 14.3 | 26.8 | 14.6 | 26.8 |