Image Classification on CIFAR-100 N (test)
83.17Accuracy (Noisy)FE + NI-ERM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FE + NI-ERMBackbone=DINOv2, Classifier=Logistic Regression, Data Augmentation=false2024.10 | 83.17 | — | — | |
| ProMix2024.10 | 73.79 | — | — | |
| PLS2024.10 | 73.25 | — | — | |
| DivideMix2024.10 | 71.13 | — | — | |
| DivideMixBackbone=ResNet-34, Number of independent runs=32023.05 | 71.13 | — | — | |
| ILL2024.10 | 68.07 | — | — | |
| ILLBackbone=ResNet-34, Number of independent runs=32023.05 | 68.07 | — | 78.53 | |
| SOP+Backbone=PreActResNet182022.02 | 67.81 | — | 78.91 | |
| SOPBackbone=ResNet-34, Number of independent runs=32023.05 | 67.81 | — | 78.91 | |
| ELR+Backbone=ResNet342022.02 | 66.72 | — | 78.57 | |
| ELRBackbone=ResNet-34, Number of independent runs=32023.05 | 66.72 | — | 78.57 | |
| Co-teachingBackbone=ResNet342022.02 | 60.37 | — | 73.46 | |
| Co-teachingBackbone=ResNet-34, Number of independent runs=32023.05 | 60.37 | — | 73.46 | |
| ForwardBackbone=ResNet342022.02 | 57.01 | — | 76.18 | |
| ForwardBackbone=ResNet-34, Number of independent runs=32023.05 | 57.01 | — | 76.18 | |
| CORES*Backbone=ResNet342022.02 | 55.72 | — | 73.87 | |
| CORESBackbone=ResNet-34, Number of independent runs=32023.05 | 55.72 | — | 73.87 | |
| CEBackbone=ResNet342022.02 | 55.5 | — | 76.7 | |
| CEBackbone=ResNet-34, Number of independent runs=32023.05 | 55.5 | — | 76.7 | |
| CEBackbone=CLIP, Adaptation=FFT2024.09 | — | 72.41 | — | |
| Deep kNN2021.11 | — | 52.71 | — | |
| DEFTBackbone=CLIP, Adaptation=FFT2024.09 | — | 79.04 | — | |
| ELRBackbone=CLIP, Adaptation=FFT2024.09 | — | 72.83 | — | |
| FasTEN2021.11 | — | 63.53 | — | |
| GLC2021.11 | — | 54.72 | — | |
| GMMBackbone=CLIP, Adaptation=FFT2024.09 | — | 76.06 | — | |
| L2RW2021.11 | — | 57.54 | — | |
| LongReMixBackbone=CLIP, Adaptation=FFT2024.09 | — | 73.94 | — | |
| MLaC2021.11 | — | 45.95 | — | |
| MLoC2021.11 | — | 61.49 | — | |
| MSLC2021.11 | — | 63.51 | — | |
| MW-Net2021.11 | — | 61.12 | — | |
| ProMixBackbone=CLIP, Adaptation=FFT2024.09 | — | 75.97 | — | |
| RoLTBackbone=CLIP, Adaptation=FFT2024.09 | — | 75.91 | — | |
| SCEBackbone=CLIP, Adaptation=FFT2024.09 | — | 72.52 | — | |
| UNICONBackbone=CLIP, Adaptation=FFT2024.09 | — | 77.68 | — |