Label Noise Detection on Clothing1M (val)
15.77Average Error RateCleanNet*
Evaluation Results
| Method | Links | |
|---|---|---|
| CleanNet*Supervision Type=Full supervision, Features=extracted from classifiers retrained with data cleansed by CleanNet2017.11 | 15.77 | |
| CleanNetSupervision Type=Full supervision2017.11 | 15.91 | |
| MLPSupervision Type=Supervised2017.11 | 16.09 | |
| SVMSupervision Type=Supervised2017.11 | 16.75 | |
| kNNSupervision Type=Supervised2017.11 | 17.58 | |
| label spreadSupervision Type=Supervised2017.11 | 17.71 | |
| label propSupervision Type=Supervised2017.11 | 17.81 | |
| classification filteringSupervision Type=Weakly supervised2017.11 | 23.55 | |
| average baselineSupervision Type=Unsupervised2017.11 | 30.56 | |
| naive baselineSupervision Type=None2017.11 | 38.46 | |
| DRAESupervision Type=Unsupervised2017.11 | 38.95 |