Image Classification on CIFAR-10-LTN Symmetric Noise (test)
96.1Top-1 AccuracyCLIP+LA+WTS
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP+LA+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 96.1 | |
| CLIP+LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 95.8 | |
| CLIP+LA+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 95.3 | |
| CLIP+CE+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 95.2 | |
| CLIP+LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 95.2 | |
| CLIP+CE+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 95 | |
| CLIP+CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 94.9 | |
| CLIP+CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 94.4 | |
| CLIPNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.04 | 87.2 | |
| CLIPNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.04 | 87.2 | |
| ECBSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 86.4 | |
| TABASCONoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 85.5 | |
| TABASCONoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 84.8 | |
| ULCNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 84.5 | |
| UNICONNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 84.3 | |
| ECBSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 83.9 | |
| ULCNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 83.3 | |
| DivdeMixNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 82.7 | |
| UNICONNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 82.3 | |
| RoLTNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 81.6 | |
| DivdeMixNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 80.2 | |
| HARNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 77.4 | |
| RoLTNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 76.6 | |
| IBNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 73.2 | |
| CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 71.7 | |
| MW-NetNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 70.9 | |
| LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 70.6 | |
| LDAMNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 70.5 | |
| HARNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 63.8 | |
| IBNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 62.6 | |
| LDAMNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 62 | |
| CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 61.2 | |
| MW-NetNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 59.9 | |
| LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 54.9 |