Out-of-Distribution Detection on CIFAR-10 (test) (Near/Far OOD Aggregation)
91.3Near-OOD AUROCPSSCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PSSCLNoise Type=Symmetric, Noise Rate=0.22026.05 | 91.3 | 35.8 | 93.4 | 24 | |
| PSSCLNoise Type=Symmetric, Noise Rate=0.52026.05 | 90.7 | 35.8 | 92.3 | 26.4 | |
| PSSCLNoise Type=Asymmetric, Noise Rate=0.42026.05 | 90.6 | 39.7 | 87.5 | 33.8 | |
| ProMixNoise Type=Symmetric, Noise Rate=0.22026.05 | 88.1 | 37.5 | 76.6 | 45.6 | |
| ProMixNoise Type=Symmetric, Noise Rate=0.82026.05 | 87.4 | 41.6 | 79.4 | 40.5 | |
| ProMixNoise Type=Symmetric, Noise Rate=0.52026.05 | 87.2 | 38.4 | 82 | 36 | |
| ProMixNoise Type=Asymmetric, Noise Rate=0.42026.05 | 85.5 | 40.6 | 81.2 | 39.2 | |
| UNICONNoise Type=Symmetric, Noise Rate=0.92026.05 | 84.1 | 57.5 | 92.8 | 32 | |
| PSSCLNoise Type=Symmetric, Noise Rate=0.82026.05 | 83.3 | 41.7 | 87.8 | 31.1 | |
| UNICONNoise Type=Asymmetric, Noise Rate=0.42026.05 | 83.1 | 44.3 | 82.5 | 33.9 | |
| UNICONNoise Type=Symmetric, Noise Rate=0.82026.05 | 83 | 47.6 | 83.9 | 35.3 | |
| ProMixNoise Type=Symmetric, Noise Rate=0.92026.05 | 83 | 51.2 | 82 | 41.7 | |
| UNICONNoise Type=Symmetric, Noise Rate=0.22026.05 | 82.5 | 48.1 | 84.7 | 38.4 | |
| DivideMixNoise Type=Symmetric, Noise Rate=0.52026.05 | 82.4 | 51.1 | 77.2 | 51.2 | |
| DivideMixNoise Type=Symmetric, Noise Rate=0.22026.05 | 81.6 | 62.1 | 69.7 | 64.1 | |
| UNICONNoise Type=Symmetric, Noise Rate=0.52026.05 | 81.6 | 46.2 | 92.9 | 19.9 | |
| DivideMixNoise Type=Symmetric, Noise Rate=0.82026.05 | 81.2 | 64.7 | 77.9 | 67 | |
| LongReMixNoise Type=Symmetric, Noise Rate=0.52026.05 | 80.2 | 51.9 | 67.6 | 58.6 | |
| LongReMixNoise Type=Symmetric, Noise Rate=0.22026.05 | 79.5 | 63 | 70.8 | 64.9 | |
| LongReMixNoise Type=Asymmetric, Noise Rate=0.42026.05 | 77.5 | 72.1 | 70.5 | 68.6 | |
| LongReMixNoise Type=Symmetric, Noise Rate=0.82026.05 | 76.8 | 58.9 | 62.6 | 62.5 | |
| DivideMixNoise Type=Asymmetric, Noise Rate=0.42026.05 | 76.4 | 72.7 | 49.2 | 93.1 | |
| L2BNoise Type=Symmetric, Noise Rate=0.22026.05 | 76 | 62.9 | 74.7 | 61.3 | |
| L2BNoise Type=Asymmetric, Noise Rate=0.42026.05 | 75.3 | 68.1 | 78.9 | 66.4 | |
| LongReMixNoise Type=Symmetric, Noise Rate=0.92026.05 | 73.7 | 82.5 | 59.3 | 88 | |
| L2BNoise Type=Symmetric, Noise Rate=0.52026.05 | 72.3 | 73.2 | 75.5 | 64.9 | |
| L2BNoise Type=Symmetric, Noise Rate=0.82026.05 | 67.5 | 89.6 | 69.9 | 86.6 | |
| PSSCLNoise Type=Symmetric, Noise Rate=0.92026.05 | 65.6 | 89.6 | 64.2 | 85.7 | |
| L2BNoise Type=Symmetric, Noise Rate=0.92026.05 | 61.6 | 91.2 | 60.2 | 83.9 | |
| DivideMixNoise Type=Symmetric, Noise Rate=0.92026.05 | 54.8 | 93.7 | 49.2 | 93.1 | |
| RRLNoise Type=Symmetric, Noise Rate=0.22026.05 | 54.2 | 92.5 | 66.3 | 84.9 | |
| RRLNoise Type=Symmetric, Noise Rate=0.92026.05 | 49.9 | 96 | 61.3 | 85.6 | |
| RRLNoise Type=Symmetric, Noise Rate=0.52026.05 | 48.3 | 98.6 | 51.1 | 98.8 | |
| RRLNoise Type=Asymmetric, Noise Rate=0.42026.05 | 46.2 | 95.4 | 41.7 | 98 | |
| RRLNoise Type=Symmetric, Noise Rate=0.82026.05 | 39.3 | 97 | 30.8 | 99.1 |