LF Mislabeling Identification on DN clipart
88APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 88 | |
| RWLabel Model=MV2022.05 | 84.4 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 83.5 | |
| WMLabel Model=MV2022.05 | 82.2 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 80.8 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 78.4 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 68.3 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 67 | |
| WMLabel Model=Snorkel2022.05 | 64.4 | |
| RWLabel Model=Snorkel2022.05 | 63 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 60.8 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 58.1 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 56.2 | |
| RWLabel Model=DS2022.05 | 55.6 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 55.3 | |
| WMLabel Model=DS2022.05 | 54.5 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 53.1 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 52 | |
| LMLabel Model=MV2022.05 | 48.7 | |
| Labeling ModelLabeling Model=MV2022.05 | 48.7 | |
| KNNLabel Model=MV2022.05 | 43.7 | |
| KNNLabeling Model=MV2022.05 | 43.7 | |
| EMLabel Model=MV2022.05 | 43.4 | |
| LMLabel Model=DS2022.05 | 43.4 | |
| EMLabel Model=DS2022.05 | 43.4 | |
| LMLabel Model=Snorkel2022.05 | 43.4 | |
| EMLabel Model=Snorkel2022.05 | 43.4 | |
| End ModelLabeling Model=MV2022.05 | 43.4 | |
| Labeling ModelLabeling Model=DS2022.05 | 43.4 | |
| End ModelLabeling Model=DS2022.05 | 43.4 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 43.4 | |
| End ModelLabeling Model=Snorkel2022.05 | 43.4 |