Image Classification on CIFAR-100 LTN (Asymmetric Noise) (test)
79.8Top-1 AccuracyCLIP+LA+WTS
Evaluation results
| Method | Links | |
|---|---|---|
| CLIP+LA+WTSNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 79.8 | |
| CLIP+LANoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 79.3 | |
| CLIP+CE+WTSNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 79.1 | |
| CLIP+CENoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 78.7 | |
| CLIP+LA+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 69.5 | |
| CLIP+CE+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 67.4 | |
| CLIP+LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 67.2 | |
| CLIPNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric, Evaluation Protocol=zero-shot2026.04 | 64.4 | |
| CLIPNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric, Evaluation Protocol=zero-shot2026.04 | 64.4 | |
| CLIP+CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 62.5 | |
| ECBSNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 60.5 | |
| TABASCONoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 59.4 | |
| DivdeMixNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 58.1 | |
| UNICONNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 56 | |
| ULCNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 54.5 | |
| ECBSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 52.1 | |
| TABASCONoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 50.5 | |
| HARNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 48.5 | |
| RoLTNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 48.2 | |
| IBNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 45 | |
| UNICONNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 44.7 | |
| CENoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 44.5 | |
| ULCNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 43.2 | |
| MW-NetNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 42.5 | |
| DivdeMixNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 42 | |
| LDAMNoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 40.1 | |
| LANoise Ratio=0.2, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 39.3 | |
| RoLTNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 39.3 | |
| IBNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 35.3 | |
| LDAMNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 33.3 | |
| HARNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 33.2 | |
| CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 32.1 | |
| MW-NetNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 30.4 | |
| LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Asymmetric2026.04 | 28.5 |