Image Classification on CIFAR-10 (IND) + Places-365 (OOD)
94.18Test AccNGC
Evaluation Results
| Method | Links | |
|---|---|---|
| NGC# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 94.18 | |
| DivideMix# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 93.81 | |
| NGC# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 93.67 | |
| DivideMix# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 93.59 | |
| ILON# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 76.36 | |
| ILON# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 76.17 | |
| NGC# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 74.89 | |
| NGC# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 73.44 | |
| DivideMix# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 70.01 | |
| DivideMix# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 69.84 | |
| ROG# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 64.21 | |
| ROG# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 63.52 | |
| CE# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 55.3 | |
| CE# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 54.06 | |
| ROG# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 52.43 | |
| ILON# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 50.74 | |
| ROG# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 50.32 | |
| ILON# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 49.87 | |
| CE# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 37.53 | |
| CE# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.08 | 34.54 |