Image Classification on CIFAR-100 LTN
84Top-1 AccuracyCLIP+LA
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP+LAImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 84 | |
| CLIP+RLA*Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 83.9 | |
| CLIP+LA w. CAREImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 83.9 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Ratio=0.32026.04 | 83.2 | |
| CLIP+CE w. CAREImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 82.4 | |
| CLIP+CEImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 82.1 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 79 | |
| CLIP+LAImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 78.4 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 78 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Ratio=0.52026.04 | 76.9 | |
| CLIP+LAImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 76.8 | |
| CLIP+LA w. CAREImbalance Factor=100, Noise Ratio=0.5, Noise Type=joint2026.05 | 76.7 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 75.9 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 75.7 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 75.7 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 75.2 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 74.8 | |
| CLIP+CEImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 74.7 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 74.7 | |
| CLIP+CEImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 74.6 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 74.3 | |
| CLIP+LAImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 73.7 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 70.5 | |
| CLIP+LAImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 66.8 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 65.1 | |
| CLIP (zero-shot)Imbalance Factor=10, Noise Ratio=0.32026.04 | 64.4 | |
| CLIPImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Evaluation Protocol=zero-shot2026.05 | 64.4 | |
| ECBS-Res18Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Backbone=PreAct ResNet-182026.05 | 63.6 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 62.6 | |
| CLIP+CEImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 62 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 61.6 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 60.3 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 60 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 58.5 | |
| CLIP+CEImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 58.4 | |
| ECBS-Res32Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Backbone=ResNet-322026.05 | 58.4 | |
| MiSLASImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 57.7 | |
| RCALImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 57.5 | |
| Sel-CL+Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 55.7 | |
| RoLT-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 55.4 | |
| RoLTImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 54.1 | |
| LDAM-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 54 | |
| HAR-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 51 | |
| NCMImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 50.8 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 49.5 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 48.8 | |
| CEImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 48.5 | |
| CLIP+LAImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 47.1 | |
| CDRImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 47 | |
| CLIP+LAImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 45.7 | |
| Co-teachingImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.05 | 45.6 | |
| CEImbalance Factor=10, Noise Ratio=0.32026.04 | 37.4 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 29 | |
| CLIP+CEImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 23.5 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 23.4 | |
| CLIP+CEImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 21.6 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 20.3 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 16.5 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 9.9 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 7.2 |