Interference Classification on IC dataset 25 s/cls
96.4F1 ScoreFull-Data Oracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full-Data Oracle2026.04 | 96.4 | 96.4 | 96.6 | 96.4 | |
| LLM-AUGAugmentation ratio=1.5x2026.04 | 79.9 | 81.2 | 82.8 | 81.2 | |
| LLM-AUGAugmentation ratio=1.2x2026.04 | 74.9 | 77.4 | 81.3 | 77.4 | |
| LLM-AUGAugmentation ratio=2x2026.04 | 71.1 | 70.7 | 76.4 | 70.7 | |
| VAEAugmentation ratio=2x2026.04 | 65.9 | 67.1 | 67.7 | 67.1 | |
| VAEAugmentation ratio=1.2x2026.04 | 64.1 | 64 | 64.3 | 64 | |
| VAEAugmentation ratio=1.5x2026.04 | 59 | 59.3 | 59.5 | 59.3 | |
| DiffusionAugmentation ratio=1.5x2026.04 | 58.2 | 59.8 | 65.7 | 59.8 | |
| DiffusionAugmentation ratio=2x2026.04 | 52.4 | 52.9 | 52.6 | 52.9 | |
| GANAugmentation ratio=1.5x2026.04 | 39.3 | 44.8 | 48.8 | 44.8 | |
| GANAugmentation ratio=1.2x2026.04 | 37.6 | 47.6 | 33.4 | 47.6 | |
| DiffusionAugmentation ratio=1.2x2026.04 | 36 | 45 | 30 | 45 | |
| No Augmentation2026.04 | 30.5 | 38.1 | 25.4 | 38.1 | |
| GANAugmentation ratio=2x2026.04 | 25.9 | 27.1 | 26.8 | 27.1 |