LF Mislabeling Identification on DN painting
91.2APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 91.2 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 84.7 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 81.7 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 75.6 | |
| RWLabel Model=MV2022.05 | 73.6 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 71.5 | |
| WMLabel Model=MV2022.05 | 69.7 | |
| RWLabel Model=Snorkel2022.05 | 65 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 63 | |
| RWLabel Model=DS2022.05 | 61.5 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 61.4 | |
| WMLabel Model=Snorkel2022.05 | 59.8 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 59 | |
| WMLabel Model=DS2022.05 | 55.7 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 53.7 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 52.4 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 49 | |
| KNNLabel Model=MV2022.05 | 45.4 | |
| KNNLabeling Model=MV2022.05 | 45.4 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 44.4 | |
| LMLabel Model=MV2022.05 | 41.6 | |
| Labeling ModelLabeling Model=MV2022.05 | 41.6 | |
| EMLabel Model=MV2022.05 | 36 | |
| LMLabel Model=DS2022.05 | 36 | |
| EMLabel Model=DS2022.05 | 36 | |
| LMLabel Model=Snorkel2022.05 | 36 | |
| EMLabel Model=Snorkel2022.05 | 36 | |
| End ModelLabeling Model=MV2022.05 | 36 | |
| Labeling ModelLabeling Model=DS2022.05 | 36 | |
| End ModelLabeling Model=DS2022.05 | 36 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 36 | |
| End ModelLabeling Model=Snorkel2022.05 | 36 |