Image Classification on CIFAR-100-LTN Symmetric Noise (test)
80.7Top-1 AccuracyCLIP+LA+WTS
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP+LA+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 80.7 | |
| CLIP+LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 80.2 | |
| CLIP+CE+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 78.9 | |
| CLIP+CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 78.4 | |
| CLIP+LA+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 78 | |
| CLIP+LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 76.8 | |
| CLIP+CE+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 75.9 | |
| CLIP+CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 74.7 | |
| CLIPNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.04 | 64.4 | |
| CLIPNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.04 | 64.4 | |
| ECBSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 56.7 | |
| TABASCONoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 56.5 | |
| ULCNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 54.9 | |
| DivdeMixNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 54.7 | |
| UNICONNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 52.3 | |
| ECBSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 48.1 | |
| TABASCONoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 46 | |
| UNICONNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 45.9 | |
| DivdeMixNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 45 | |
| ULCNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 44.7 | |
| RoLTNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 42 | |
| HARNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 38.2 | |
| CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 34.5 | |
| RoLTNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 32.6 | |
| IBNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 32.4 | |
| MW-NetNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 32 | |
| LDAMNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 31.3 | |
| LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 29.1 | |
| HARNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 26.1 | |
| IBNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 25.8 | |
| CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 23.6 | |
| LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 23.2 | |
| LDAMNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 23.1 | |
| MW-NetNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.04 | 21.7 |