Interference Classification on IC dataset 50 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=2x2026.04 | 84.8 | 85 | 84.8 | 85 | |
| LLM-AUGAugmentation ratio=1.2x2026.04 | 83.9 | 84.5 | 85.5 | 84.5 | |
| VAEAugmentation ratio=2x2026.04 | 81.6 | 82.1 | 82 | 82.1 | |
| LLM-AUGAugmentation ratio=1.5x2026.04 | 79.5 | 80.2 | 81.2 | 80.2 | |
| VAEAugmentation ratio=1.5x2026.04 | 77.2 | 78.6 | 80.4 | 78.6 | |
| GANAugmentation ratio=1.2x2026.04 | 77.1 | 79.3 | 83.7 | 79.3 | |
| DiffusionAugmentation ratio=2x2026.04 | 76.2 | 76.9 | 77 | 76.9 | |
| GANAugmentation ratio=1.5x2026.04 | 73.7 | 74.8 | 76.1 | 74.8 | |
| GANAugmentation ratio=2x2026.04 | 70.8 | 71.4 | 74.1 | 71.4 | |
| DiffusionAugmentation ratio=1.2x2026.04 | 69.9 | 70.5 | 69.8 | 70.5 | |
| VAEAugmentation ratio=1.2x2026.04 | 68.7 | 69.8 | 68.7 | 69.8 | |
| DiffusionAugmentation ratio=1.5x2026.04 | 59 | 58.8 | 62.1 | 58.8 | |
| No Augmentation2026.04 | 55.5 | 58.3 | 58.5 | 58.3 |