Label Noise Detection on Clothing-1M verified (val)
15.77Average Error RateCleanNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanNetType=Supervised2020.03 | 15.77 | 69.4 | 73.99 | 79.65 | |
| MLPType=Supervised2020.03 | 16.09 | — | — | — | |
| Label SpreadType=Supervised2020.03 | 17.71 | — | — | — | |
| Label PropType=Supervised2020.03 | 17.81 | — | — | — | |
| NoiseRank (I)Type=Unsupervised, Iterative=true2020.03 | 22.81 | 74.18 | 71.74 | 76.52 | |
| NoiseRankType=Unsupervised2020.03 | 23.54 | — | — | — | |
| Cls. Filt.Type=Weakly-Supervised2020.03 | 23.55 | — | — | — | |
| Avg. Base.Type=Weakly-Supervised2020.03 | 30.56 | 43.92 | 55.14 | 67.65 | |
| DRAEType=Unsupervised2020.03 | 38.95 | — | — | — | |
| unsup-kNNType=Unsupervised2020.03 | 43.31 | 10.85 | 16.6 | 44.26 |