Image Classification on CIFAR-100 40% symmetric noise (test)
75.91AccuracyFaMUS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FaMUSBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 75.91 | — | — | |
| DivideMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 75.2 | — | — | |
| MentorMixBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 71.3 | — | — | |
| M-correctionBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 70.1 | — | — | |
| MW-NetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 68.11 | — | — | |
| MentorNetBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 66.8 | — | — | |
| MixupBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 66.8 | — | — | |
| L2RBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 62.81 | — | — | |
| Negative Label SmoothingSmooth Rate=-42021.06 | 58.35 | — | — | |
| Negative Label SmoothingSmooth Rate=-22021.06 | 58.1 | — | — | |
| Negative Label SmoothingSmooth Rate=-62021.06 | 57.73 | — | — | |
| Negative Label SmoothingSmooth Rate=-12021.06 | 57.44 | — | — | |
| Negative Label SmoothingSmooth Rate=-0.82021.06 | 57.35 | — | — | |
| Negative Label SmoothingSmooth Rate=-0.42021.06 | 56.87 | — | — | |
| Label SmoothingSmooth Rate=0.42021.06 | 54.26 | — | — | |
| Label SmoothingSmooth Rate=0.82021.06 | 54.04 | — | — | |
| Label SmoothingSmooth Rate=0.62021.06 | 52.72 | — | — | |
| Vanilla LossSmooth Rate=02021.06 | 48.03 | — | — | |
| Co-teachingBackbone=PreAct ResNet-18, Noise Type=Symmetric, Noise Rate=40%2021.04 | 46.2 | — | — | |
| CEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 84.06 | 82.6 | |
| DEFTFine-tuning Protocol=Ours, Backbone=CLIP2024.09 | — | 88.17 | 88.11 | |
| ELRFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 83.66 | 83.66 | |
| GMMFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 87.21 | 87.21 | |
| SCEFine-tuning Protocol=FFT, Backbone=CLIP2024.09 | — | 83.84 | 83.84 |