Corruption Detection (Feature-noise) on ImageNet100 (test)
86.4F1-scoreNDDV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NDDVEvaluation=Feature-noise mean, Setting=Noise rates 5%–45%2024.04 | 86.4 | 5.8 | |
| Data-OOBEvaluation=Feature-noise mean, Setting=Noise rates 5%–45%2024.04 | 80.6 | — | |
| NDDVNoise Rate=45%2024.04 | 62 | — | |
| NDDVNoise Rate=40%2024.04 | 57 | — | |
| LOONoise Rate=45%2024.04 | 53 | — | |
| LOONoise Rate=40%2024.04 | 51 | — | |
| Data BanzhafNoise Rate=45%2024.04 | 50 | — | |
| Influence FunctionNoise Rate=45%2024.04 | 47 | — | |
| Data-OOBNoise Rate=45%2024.04 | 46 | — | |
| NDDVNoise Rate=30%2024.04 | 45 | — | |
| LOONoise Rate=30%2024.04 | 43 | — | |
| Data-OOBNoise Rate=40%2024.04 | 43 | — | |
| KNN ShapleyNoise Rate=40%2024.04 | 40 | — | |
| KNN ShapleyNoise Rate=45%2024.04 | 39 | — | |
| Influence FunctionNoise Rate=40%2024.04 | 37 | — | |
| Data-OOBNoise Rate=30%2024.04 | 37 | — | |
| Influence FunctionNoise Rate=30%2024.04 | 35 | — | |
| KNN ShapleyNoise Rate=30%2024.04 | 35 | — | |
| NDDVNoise Rate=20%2024.04 | 34 | — | |
| LOONoise Rate=20%2024.04 | 33 | — | |
| Data BanzhafNoise Rate=30%2024.04 | 33 | — | |
| Data-OOBNoise Rate=20%2024.04 | 32 | — | |
| Influence FunctionNoise Rate=20%2024.04 | 30 | — | |
| NDDVNoise Rate=5%2024.04 | 30 | — | |
| Data BanzhafNoise Rate=20%2024.04 | 28 | — | |
| NDDVNoise Rate=10%2024.04 | 28 | — | |
| KNN ShapleyNoise Rate=20%2024.04 | 27 | — | |
| Data-OOBNoise Rate=10%2024.04 | 21 | — | |
| LOONoise Rate=10%2024.04 | 18 | — | |
| Data ShapleyNoise Rate=10%2024.04 | 18 | — | |
| Beta ShapleyNoise Rate=10%2024.04 | 18 | — | |
| AMENoise Rate=10%2024.04 | 18 | — | |
| KNN ShapleyNoise Rate=5%2024.04 | 17 | — | |
| Data BanzhafNoise Rate=10%2024.04 | 15 | — | |
| Influence FunctionNoise Rate=10%2024.04 | 15 | — | |
| KNN ShapleyNoise Rate=10%2024.04 | 15 | — | |
| Data-OOBNoise Rate=5%2024.04 | 15 | — | |
| Data ShapleyNoise Rate=5%2024.04 | 10 | — | |
| Beta ShapleyNoise Rate=5%2024.04 | 10 | — | |
| Influence FunctionNoise Rate=5%2024.04 | 10 | — | |
| LOONoise Rate=5%2024.04 | 9 | — | |
| AMENoise Rate=5%2024.04 | 9 | — | |
| Data BanzhafNoise Rate=5%2024.04 | 7 | — | |
| Data ShapleyNoise Rate=20%2024.04 | 1 | — | |
| Data ShapleyNoise Rate=30%2024.04 | 1 | — | |
| Data ShapleyNoise Rate=40%2024.04 | 1 | — | |
| Data ShapleyNoise Rate=45%2024.04 | 1 | — | |
| Beta ShapleyNoise Rate=20%2024.04 | 1 | — | |
| Beta ShapleyNoise Rate=30%2024.04 | 1 | — | |
| Beta ShapleyNoise Rate=40%2024.04 | 1 | — | |
| Beta ShapleyNoise Rate=45%2024.04 | 1 | — | |
| Data BanzhafNoise Rate=40%2024.04 | 1 | — | |
| AMENoise Rate=20%2024.04 | 1 | — | |
| AMENoise Rate=30%2024.04 | 1 | — | |
| AMENoise Rate=40%2024.04 | 1 | — | |
| AMENoise Rate=45%2024.04 | 1 | — |