Image Classification on CIFAR-10 (test) (Clean Accuracy)
72.04Clean AccuracyEMN
Evaluation results
| Method | Links | |
|---|---|---|
| EMNTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 72.04 | |
| VTGTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 70.78 | |
| NTGATraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 69.66 | |
| GUETraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 67.4 | |
| ARTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 66.91 | |
| NTGATraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 66.77 | |
| EMNTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 65.19 | |
| ARTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 64.05 | |
| VTGTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 63.51 | |
| ARTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 62.38 | |
| NTGATraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 61.33 | |
| SHRTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 60.55 | |
| GUETraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 59.59 | |
| EMNTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 57.71 | |
| REMTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 56.23 | |
| GUETraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 55.29 | |
| VTGTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 55.15 | |
| VTGTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 54.92 | |
| GUETraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 54.11 | |
| ARTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 53.65 | |
| EMNTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 53.63 | |
| REMTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 52.48 | |
| NTGATraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 52.14 | |
| REMTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 50.42 | |
| SHRTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 49.82 | |
| SSCTraining Paradigm=SF-PF, Pretraining Dataset=CIFAR-1002026.04 | 47.17 | |
| SHRTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 46.88 | |
| SSCTraining Paradigm=Standard PF, Pretraining Dataset=CIFAR-1002026.04 | 38.27 | |
| SHRTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 33.57 | |
| SSCTraining Paradigm=Standard PF, Pretraining Dataset=ImageNet2026.04 | 32.96 | |
| REMTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 32.75 | |
| SSCTraining Paradigm=Standard PF, Pretraining Dataset=Tiny-ImageNet2026.04 | 22.68 | |
| EMNTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 18.47 | |
| REMTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 17.25 | |
| VTGTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 16.58 | |
| ARTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 13.91 | |
| GUETraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 13.62 | |
| SSCTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 12.34 | |
| SHRTraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 12.06 | |
| NTGATraining Paradigm=Full Training, Pretraining Dataset=—2026.04 | 11.83 |