Label Noise Detection on Food-101N (val)
6.99Average Error RateCleanNet*
Evaluation Results
| Method | Links | |
|---|---|---|
| CleanNet*Supervision Type=Full supervision, Features=extracted from classifiers retrained with data cleansed by CleanNet2017.11 | 6.99 | |
| CleanNetSupervision Type=Full supervision2017.11 | 9.61 | |
| MLPSupervision Type=Supervised2017.11 | 10.42 | |
| SVMSupervision Type=Supervised2017.11 | 11.21 | |
| label spreadSupervision Type=Supervised2017.11 | 12.03 | |
| label propSupervision Type=Supervised2017.11 | 13.24 | |
| kNNSupervision Type=Supervised2017.11 | 13.28 | |
| average baselineSupervision Type=Unsupervised2017.11 | 16.2 | |
| classification filteringSupervision Type=Weakly supervised2017.11 | 16.6 | |
| DRAESupervision Type=Unsupervised2017.11 | 18.7 | |
| naive baselineSupervision Type=None2017.11 | 19.66 |