Image Classification on CIFAR-10 40% asymmetric noise
94.8AccuracySANM(DivideMix)
Evaluation Results
| Method | Links | |
|---|---|---|
| SANM(DivideMix)Noisy ratio=40%2023.02 | 94.8 | |
| TCL+2023.03 | 93.7 | |
| DivideMixNoisy ratio=40%2023.02 | 93.4 | |
| C2DNoisy ratio=40%2023.02 | 93.4 | |
| Sel-CL+Noisy ratio=40%2023.02 | 93.4 | |
| Sel-CL+2023.03 | 93.4 | |
| MOIT+2023.03 | 93.3 | |
| TCL2023.03 | 92.6 | |
| RRLNoisy ratio=40%2023.02 | 92.4 | |
| REEDNoisy ratio=40%2023.02 | 92.3 | |
| MOIT2023.03 | 92 | |
| RRL2023.03 | 91.9 | |
| Promix+VIBCategory=Denoise + IB2025.12 | 91.87 | |
| Joint-OptimNoisy ratio=40%2023.02 | 91.7 | |
| DivideMix2023.03 | 91.4 | |
| PENCILNoisy ratio=40%2023.02 | 91.2 | |
| DistillingNoisy ratio=40%2023.02 | 90.2 | |
| LaT-IBCategory=Ours2025.12 | 88.89 | |
| (ELR+)+VIBCategory=Denoise + IB2025.12 | 84.75 | |
| VIB (LGCE)Category=Robust Loss2025.12 | 81.32 | |
| DT-JSCCCategory=Improved IB2025.12 | 80.95 | |
| SIBCategory=Improved IB2025.12 | 80.06 | |
| VIBCategory=Classic IB2025.12 | 79.27 | |
| NIBCategory=Classic IB2025.12 | 78.16 | |
| GCENoisy ratio=40%2023.02 | 78.1 | |
| VIB (LSCE)Category=Robust Loss2025.12 | 76.59 | |
| JoCoR+VIBCategory=Denoise + IB2025.12 | 60.66 |