Image Classification on CIFAR-10 20% noise (test)
96.3AccuracyDM-AugDesc-WS-SAW
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DM-AugDesc-WS-SAWModel Selection=Best2021.03 | 96.3 | — | |
| DM-AugDesc-WS-WAWModel Selection=Best2021.03 | 96.3 | — | |
| DM-AugDesc-WS-SAWModel Selection=Last2021.03 | 96.2 | — | |
| DM-AugDesc-WS-WAWModel Selection=Last2021.03 | 96.2 | — | |
| Li et al. [14]Model Selection=Best2021.03 | 96.1 | — | |
| Li et al. [14]Model Selection=Last2021.03 | 95.7 | — | |
| Zhang et al.Model Selection=Best2021.03 | 95.6 | — | |
| Arazo et al.Model Selection=Best2021.03 | 94 | — | |
| Arazo et al.Model Selection=Last2021.03 | 93.8 | — | |
| Li et al. [15]Model Selection=Best2021.03 | 92.9 | — | |
| Yi & WuModel Selection=Best2021.03 | 92.4 | — | |
| Zhang et al.Model Selection=Last2021.03 | 92.3 | — | |
| Yi & WuModel Selection=Last2021.03 | 92 | — | |
| Li et al. [15]Model Selection=Last2021.03 | 92 | — | |
| Yu et al.Model Selection=Best2021.03 | 89.5 | — | |
| Yu et al.Model Selection=Last2021.03 | 88.2 | — | |
| Cross-EntropyModel Selection=Best2021.03 | 86.8 | — | |
| Reed et al.Model Selection=Best2021.03 | 86.8 | — | |
| Reed et al.Model Selection=Last2021.03 | 82.9 | — | |
| Cross-EntropyModel Selection=Last2021.03 | 82.7 | — | |
| SAMMixUp=true2024.04 | — | 6.08 | |
| SAM+USEFULMixUp=true2024.04 | — | 5.82 | |
| SGDMixUp=true2024.04 | — | 9.26 | |
| SGD+USEFULMixUp=true2024.04 | — | 8.88 |