Image Classification on CIFAR-10-LTN
95.7AccuracyCLIP+LA+WTS
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP+LA+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 95.7 | |
| CLIP+LAImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 95.2 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 95 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 95 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 94.8 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 94.5 | |
| CLIP+CEImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.04 | 94.4 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 94.2 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 94.2 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 94.1 | |
| CLIP+LAImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 93.9 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 93 | |
| CLIP+LAImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 91.7 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 91.5 | |
| CLIP+CEImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.04 | 91.2 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 90.3 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 88.2 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 87.5 | |
| CLIP+CEImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.04 | 87.1 | |
| CLIP+LAImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 85.9 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 83.7 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 83.4 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 75.8 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 74.7 | |
| CLIP+CEImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.04 | 71.4 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 63.8 | |
| CLIP+LAImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 63.1 | |
| CLIP+LAImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 56.7 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 52.5 | |
| CLIP+CE+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 38.8 | |
| CLIP+LDAM+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 26.5 | |
| CLIP+CEImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 22.4 | |
| CLIP+CEImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 19.6 | |
| CLIP+LDAMImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.04 | 11.4 | |
| CLIP+LDAM+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 5.1 | |
| CLIP+LDAMImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.04 | 1.9 |