Out-of-Distribution Detection on CIFAR10-LT
94.69AUCDNE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DNETraining Method=DNE, TTA Method=DODA2024.10 | 94.69 | 93.89 | 94.12 | 27.26 | |
| COCLTraining Method=COCL, TTA Method=DODA2024.10 | 93.89 | 93.06 | 93.39 | 29.25 | |
| BERLTraining Method=BERL, TTA Method=DODA2024.10 | 93.77 | 92.62 | 93.15 | 29.41 | |
| COCLTraining Method=COCL, TTA Method=AUTO2024.10 | 93.62 | 92.74 | 93.1 | 30.41 | |
| COCLTraining Method=COCL, TTA Method=AdaODD2024.10 | 93.48 | 92.6 | 93.05 | 30.79 | |
| DNETraining Method=DNE, TTA Method=AdaODD2024.10 | 93.39 | 92.27 | 92.92 | 30.78 | |
| EnergyOETraining Method=EnergyOE, TTA Method=DODA2024.10 | 93.36 | 92.17 | 92.97 | 30.82 | |
| COCLTraining Method=COCL, TTA Method=w/o TTA2024.10 | 93.28 | 92.24 | 92.89 | 30.88 | |
| DNETraining Method=DNE, TTA Method=AUTO2024.10 | 92.89 | 92.69 | 92.25 | 30.85 | |
| DNETraining Method=DNE, TTA Method=w/o TTA2024.10 | 92.77 | 92.18 | 92.62 | 31.48 | |
| BERLTraining Method=BERL, TTA Method=AdaODD2024.10 | 92.68 | 91.79 | 92.2 | 31.41 | |
| BERLTraining Method=BERL, TTA Method=w/o TTA2024.10 | 92.56 | 91.41 | 91.94 | 32.83 | |
| EnergyOETraining Method=EnergyOE, TTA Method=AUTO2024.10 | 92.48 | 91.43 | 92.44 | 31.99 | |
| BERLTraining Method=BERL, TTA Method=AUTO2024.10 | 92.41 | 91.73 | 92.42 | 31.91 | |
| EnergyOETraining Method=EnergyOE, TTA Method=AdaODD2024.10 | 92.28 | 91.63 | 91.73 | 32.83 | |
| EnergyOETraining Method=EnergyOE, TTA Method=w/o TTA2024.10 | 91.92 | 91.03 | 91.97 | 33.8 | |
| OETraining Method=OE, TTA Method=DODA2024.10 | 91.62 | 90.55 | 89.39 | 49.02 | |
| OETraining Method=OE, TTA Method=AdaODD2024.10 | 90.89 | 90.17 | 87.88 | 51.44 | |
| OETraining Method=OE, TTA Method=AUTO2024.10 | 90.49 | 89.83 | 87.45 | 52.63 | |
| OETraining Method=OE, TTA Method=w/o TTA2024.10 | 89.76 | 89.45 | 87.22 | 53.19 |