LF Mislabeling Identification on DN quickdraw
87.9APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 87.9 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 84 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 76.2 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 72.3 | |
| RWLabel Model=MV2022.05 | 71.3 | |
| WMLabel Model=MV2022.05 | 67.5 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 65.5 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 53.9 | |
| RWLabel Model=Snorkel2022.05 | 50.7 | |
| WMLabel Model=Snorkel2022.05 | 49.4 | |
| RWLabel Model=DS2022.05 | 43.7 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 43.5 | |
| WMLabel Model=DS2022.05 | 38.9 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 38.4 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 38.3 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 37.6 | |
| KNNLabel Model=MV2022.05 | 36.2 | |
| KNNLabeling Model=MV2022.05 | 36.2 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 30.1 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 29.3 | |
| LMLabel Model=MV2022.05 | 25.6 | |
| Labeling ModelLabeling Model=MV2022.05 | 25.6 | |
| EMLabel Model=MV2022.05 | 25.5 | |
| LMLabel Model=DS2022.05 | 25.5 | |
| EMLabel Model=DS2022.05 | 25.5 | |
| LMLabel Model=Snorkel2022.05 | 25.5 | |
| EMLabel Model=Snorkel2022.05 | 25.5 | |
| End ModelLabeling Model=MV2022.05 | 25.5 | |
| Labeling ModelLabeling Model=DS2022.05 | 25.5 | |
| End ModelLabeling Model=DS2022.05 | 25.5 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 25.5 | |
| End ModelLabeling Model=Snorkel2022.05 | 25.5 |