Corruption Detection on ImageNet100 label noise
100F1 ScoreGhostSuite
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GhostSuiteEvaluation=Scale, Setting=n = 1002024.04 | 100 | — | — | |
| NDDVEvaluation=Scale, Setting=n = 1002024.04 | 100 | — | 0 | |
| NDDVEvaluation=Scale, Setting=n = 1,0002024.04 | 98.5 | — | 0.533 | |
| NDDVEvaluation=Head-to-head, Setting=10% label noise, n = 7,5002024.04 | 98 | — | 0.001 | |
| NDDVEvaluation=Scale, Setting=n = 10,0002024.04 | 98 | — | 0.12 | |
| Data-OOBEvaluation=Head-to-head, Setting=10% label noise, n = 7,5002024.04 | 97.9 | — | — | |
| Data-OOBEvaluation=Label-noise mean, Setting=Noise rates 5%–45%2024.04 | 93.7 | — | — | |
| NDDVEvaluation=Label-noise mean, Setting=Noise rates 5%–45%2024.04 | 93.3 | — | 0.004 | |
| LossValEvaluation=Scale, Setting=n = 10,0002024.04 | 86 | — | — | |
| GhostSuiteEvaluation=Scale, Setting=n = 1,0002024.04 | 45.2 | — | — | |
| GhostSuiteEvaluation=Scale, Setting=n = 1002024.04 | — | 95 | — | |
| GhostSuiteEvaluation=Scale, Setting=n = 1,0002024.04 | — | 95 | — | |
| GhostSuiteEvaluation=Scale, Setting=n = 10,0002024.04 | — | 95 | — | |
| NDDVEvaluation=Scale, Setting=n = 1002024.04 | — | 95 | 0 | |
| NDDVEvaluation=Scale, Setting=n = 1,0002024.04 | — | 95 | 0 | |
| NDDVEvaluation=Scale, Setting=n = 10,0002024.04 | — | 95 | 0 |