Image Classification on CIFAR-10 IDN (test)
94.07Accuracy (20% IDN)NCSAM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NCSAM2026.01 | 94.07 | — | 89.78 | — | 68.91 | |
| CC2026.01 | 93.68 | — | 94.97 | — | 94.95 | |
| DivideMix2026.01 | 93.33 | — | 95.07 | — | 85.5 | |
| Ours - p(Y|X)Model Type=Generative2023.08 | 92.63 | 91.39 | 90.91 | 89.77 | — | |
| Ours - p(X,Y)Model Type=Generative2023.08 | 92.6 | 91.96 | 91.11 | 90.57 | — | |
| KMEIDTMModel Type=Discriminative2023.08 | 92.26 | 90.73 | 85.94 | 73.77 | — | |
| CAL2026.01 | 92.01 | — | 84.96 | — | 79.82 | |
| CORSES22026.01 | 91.14 | — | 83.67 | — | 77.68 | |
| SAM2026.01 | 90.09 | — | 76.02 | — | 49.19 | |
| Reweight-R2026.01 | 90.04 | — | 84.11 | — | 72.18 | |
| DMIModel Type=Discriminative2023.08 | 89.99 | 86.87 | 80.74 | 63.92 | — | |
| GCE2026.01 | 89.8 | — | 78.95 | — | 60.76 | |
| Co-teaching+2026.01 | 89.8 | — | 73.78 | — | 59.22 | |
| ForwardModel Type=Discriminative2023.08 | 89.62 | 86.93 | 80.29 | 65.91 | — | |
| PartTModel Type=Discriminative2023.08 | 89.33 | 85.33 | 80.59 | 64.58 | — | |
| Peer Loss2026.01 | 89.12 | — | 83.26 | — | 74.53 | |
| Co-teaching2026.01 | 88.87 | — | 73 | — | 62.51 | |
| JoCoR2026.01 | 88.78 | — | 71.64 | — | 63.46 | |
| DMI2026.01 | 88.57 | — | 82.82 | — | 69.94 | |
| CoTeachingModel Type=Discriminative2023.08 | 88.43 | 86.4 | 80.85 | 62.63 | — | |
| TMDNNModel Type=Discriminative2023.08 | 88.14 | 84.55 | 79.71 | 63.33 | — | |
| Mixup2026.01 | 87.71 | — | 82.65 | — | 58.59 | |
| Forward T2026.01 | 87.22 | — | 79.37 | — | 66.56 | |
| CEModel Type=Discriminative2023.08 | 86.93 | 82.42 | 76.68 | 58.93 | — | |
| CE2026.01 | 83.93 | — | 67.64 | — | 43.83 | |
| CausalNLModel Type=Generative2023.08 | 81.47 | 80.38 | 77.53 | 67.39 | — |