Image Classification on CIFAR-100 60% symmetric noise (test)
73.58AccuracyFaMUS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FaMUSBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 73.58 | — | — | |
| DivideMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 72 | — | — | |
| MentorMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 64.6 | — | — | |
| MW-NetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 61.71 | — | — | |
| M-correctionBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 59.5 | — | — | |
| MentorNetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 58.8 | — | — | |
| MixupBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 58.8 | — | — | |
| L2RBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 50.81 | — | — | |
| Negative Label SmoothingSmooth Rate=-62021.06 | 46.46 | — | — | |
| Negative Label SmoothingSmooth Rate=-42021.06 | 46.38 | — | — | |
| Negative Label SmoothingSmooth Rate=-22021.06 | 44.88 | — | — | |
| Negative Label SmoothingSmooth Rate=-0.82021.06 | 44.1 | — | — | |
| Negative Label SmoothingSmooth Rate=-12021.06 | 43.85 | — | — | |
| Negative Label SmoothingSmooth Rate=-0.42021.06 | 43.7 | — | — | |
| Label SmoothingSmooth Rate=0.42021.06 | 41.57 | — | — | |
| Label SmoothingSmooth Rate=0.62021.06 | 40.49 | — | — | |
| Label SmoothingSmooth Rate=0.82021.06 | 39.5 | — | — | |
| Vanilla LossSmooth Rate=02021.06 | 38.11 | — | — | |
| Co-teachingBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=60%2021.04 | 35.67 | — | — | |
| CEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 81.05 | 77.45 | |
| DEFTFine-tuning Protocol=Ours, Backbone=CLIP2024.09 | — | 85.81 | 85.72 | |
| ELRFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 78.34 | 78.34 | |
| GMMFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 85.22 | 85.2 | |
| SCEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 78.9 | 77.71 |