Interference Classification on IC dataset 10 s/cls
96.4F1 ScoreFull-Data Oracle
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full-Data Oracle2026.04 | 96.4 | 96.4 | 96.6 | 96.4 | |
| No Augmentation2026.04 | 57.2 | 57.6 | 58 | 57.6 | |
| VAEAugmentation ratio=1.2x2026.04 | 55.7 | 56 | 56.6 | 56 | |
| VAEAugmentation ratio=2x2026.04 | 55.4 | 57.6 | 68.2 | 57.6 | |
| LLM-AUGAugmentation ratio=2x2026.04 | 52.7 | 57.4 | 66.3 | 57.4 | |
| VAEAugmentation ratio=1.5x2026.04 | 52.6 | 51.9 | 54.8 | 51.9 | |
| LLM-AUGAugmentation ratio=1.2x2026.04 | 49.9 | 53.1 | 64.4 | 53.1 | |
| LLM-AUGAugmentation ratio=1.5x2026.04 | 49.1 | 52.6 | 63.8 | 52.6 | |
| GANAugmentation ratio=2x2026.04 | 48.5 | 52.4 | 52.2 | 52.4 | |
| DiffusionAugmentation ratio=1.2x2026.04 | 39.5 | 49.8 | 34.5 | 49.8 | |
| DiffusionAugmentation ratio=2x2026.04 | 16.7 | 33.3 | 11.1 | 33.3 | |
| GANAugmentation ratio=1.5x2026.04 | 16.7 | 33.3 | 11.1 | 33.3 | |
| DiffusionAugmentation ratio=1.5x2026.04 | 16.7 | 33.3 | 11.1 | 33.3 | |
| GANAugmentation ratio=1.2x2026.04 | 16.7 | 33.3 | 11.1 | 33.3 |