Label Correction on OrganAMNIST
14.8Error Rate (%)Docta-V
Evaluation Results
| Method | Links | |
|---|---|---|
| Docta-VLabeling technique=Superv.2026.06 | 14.8 | |
| Docta-RLabeling technique=Superv.2026.06 | 14.8 | |
| CANOLALabeling technique=Superv.2026.06 | 14.8 | |
| SiDyPLabeling technique=Superv.2026.06 | 15.4 | |
| SELCLabeling technique=Superv.2026.06 | 16.1 | |
| OriginalLabeling technique=Superv.2026.06 | 17.9 | |
| SiDyPLabeling technique=Semi-Superv.2026.06 | 21.5 | |
| CANOLALabeling technique=Semi-Superv.2026.06 | 21.5 | |
| SELCLabeling technique=Semi-Superv.2026.06 | 25.9 | |
| Docta-VLabeling technique=Semi-Superv.2026.06 | 27.4 | |
| Docta-RLabeling technique=Semi-Superv.2026.06 | 27.4 | |
| OriginalLabeling technique=Semi-Superv.2026.06 | 27.6 | |
| CANOLALabeling technique=LLM2026.06 | 66.9 | |
| SiDyPLabeling technique=LLM2026.06 | 73.7 | |
| SELCLabeling technique=LLM2026.06 | 74.5 | |
| Docta-RLabeling technique=LLM2026.06 | 74.6 | |
| Docta-VLabeling technique=LLM2026.06 | 74.8 | |
| OriginalLabeling technique=LLM2026.06 | 76.2 |