Label Noise Detection on Food-101N verified (val)
6.99Error RateCleanNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanNetType=Supervised2020.03 | 6.99 | 71.06 | 74.01 | 84.04 | |
| MLPType=Supervised2020.03 | 10.42 | — | — | — | |
| Label SpreadType=Supervised2020.03 | 12.03 | — | — | — | |
| Label PropType=Supervised2020.03 | 13.24 | — | — | — | |
| Avg. Base.Type=Weakly-Supervised2020.03 | 16.2 | 47.7 | 59.57 | 76.08 | |
| Cls. Filt.Type=Weakly-Supervised2020.03 | 16.6 | — | — | — | |
| NoiseRank (I)Type=Unsupervised, Iterative=true2020.03 | 18.43 | 85.61 | 64.42 | 76.06 | |
| DRAEType=Unsupervised2020.03 | 18.7 | — | — | — | |
| NoiseRankType=Unsupervised2020.03 | 24.02 | — | — | — | |
| unsup-kNNType=Unsupervised2020.03 | 26.63 | 22.02 | 24.23 | 54.03 |