Image Classification on CIFAR-100 IDN (test)
79.61Accuracy (20% IDN)CC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CC2026.01 | 79.61 | — | 76.58 | — | 59.4 | |
| DivideMix2026.01 | 79.04 | — | 76.08 | — | 46.72 | |
| NCSAM2026.01 | 76.35 | — | 71.89 | — | 60.69 | |
| Ours - p(X,Y)Model Type=Generative2023.08 | 73.51 | 71.45 | 69.56 | 65 | — | |
| Ours - p(Y|X)Model Type=Generative2023.08 | 71.73 | 69.46 | 67.21 | 62.07 | — | |
| KMEIDTMModel Type=Discriminative2023.08 | 69.16 | 66.76 | 63.46 | 59.18 | — | |
| CAL2026.01 | 69.11 | — | 63.17 | — | 43.58 | |
| SAM2026.01 | 68.74 | — | 54.3 | — | 35.3 | |
| CoTeachingModel Type=Discriminative2023.08 | 67.4 | 64.13 | 59.98 | 57.48 | — | |
| ForwardModel Type=Discriminative2023.08 | 67.23 | 65.42 | 62.18 | 58.61 | — | |
| TMDNNModel Type=Discriminative2023.08 | 66.62 | 64.72 | 59.38 | 55.68 | — | |
| CORSES22026.01 | 66.47 | — | 58.99 | — | 38.55 | |
| PartTModel Type=Discriminative2023.08 | 65.33 | 64.56 | 59.73 | 56.8 | — | |
| DMIModel Type=Discriminative2023.08 | 64.72 | 62.8 | 60.24 | 56.52 | — | |
| CEModel Type=Discriminative2023.08 | 63.94 | 61.97 | 58.7 | 56.63 | — | |
| Peer Loss2026.01 | 61.16 | — | 47.23 | — | 31.71 | |
| Forward T2026.01 | 58.19 | — | 42.8 | — | 27.91 | |
| GCE2026.01 | 58.01 | — | 45.69 | — | 35.08 | |
| Reweight-R2026.01 | 58 | — | 43.83 | — | 36.07 | |
| DMI2026.01 | 57.9 | — | 42.7 | — | 26.96 | |
| CE2026.01 | 57.35 | — | 43.17 | — | 24.42 | |
| Mixup2026.01 | 46.31 | — | 45.14 | — | 23.77 | |
| JoCoR2026.01 | 43.66 | — | 23.95 | — | 13.16 | |
| Co-teaching2026.01 | 43.3 | — | 23.21 | — | 12.58 | |
| Co-teaching+2026.01 | 41.71 | — | 24.45 | — | 12.58 | |
| CausalNLModel Type=Generative2023.08 | 41.47 | 40.98 | 34.02 | 32.13 | — |