Label Correction on FashionMNIST
10.6Error RateCANOLA
Evaluation results
| Method | Links | |
|---|---|---|
| CANOLALabeling technique=Semi-Superv.2026.06 | 10.6 | |
| CANOLALabeling technique=Superv.2026.06 | 10.7 | |
| Docta-VLabeling technique=Superv.2026.06 | 11.4 | |
| Docta-RLabeling technique=Superv.2026.06 | 11.4 | |
| SELCLabeling technique=Superv.2026.06 | 11.5 | |
| SELCLabeling technique=Semi-Superv.2026.06 | 11.8 | |
| OriginalLabeling technique=Superv.2026.06 | 12 | |
| Docta-VLabeling technique=Semi-Superv.2026.06 | 12.8 | |
| Docta-RLabeling technique=Semi-Superv.2026.06 | 12.8 | |
| SiDyPLabeling technique=Superv.2026.06 | 13.6 | |
| SiDyPLabeling technique=Semi-Superv.2026.06 | 14 | |
| OriginalLabeling technique=Semi-Superv.2026.06 | 14.6 | |
| SiDyPLabeling technique=LLM2026.06 | 20.8 | |
| CANOLALabeling technique=LLM2026.06 | 21.8 | |
| Docta-RLabeling technique=LLM2026.06 | 26.2 | |
| Docta-VLabeling technique=LLM2026.06 | 26.4 | |
| SELCLabeling technique=LLM2026.06 | 26.5 | |
| OriginalLabeling technique=LLM2026.06 | 30.1 |