Image Classification on CIFAR-10 (test) (PMD/U/A Metrics)
0.9654PMD (35%) ScoreLRA-diffusion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LRA-diffusionPre-trained Encoder=CLIP2023.05 | 0.9654 | 0.4462 | 0.9571 | 0.8721 | 0.9365 | |
| CLIP KNNPre-trained Encoder=CLIP, Evaluation Protocol=KNN2023.05 | 0.918 | 0.3066 | 0.8467 | 0.5703 | 0.8176 | |
| LRA-diffusionPre-trained Encoder=SimCLR2023.05 | 0.8876 | 0.4263 | 0.8841 | 0.8443 | 0.8564 | |
| C2DPre-trained Encoder=SimCLR2023.05 | 0.8384 | 0.3423 | 0.8561 | 0.8139 | 0.8306 | |
| SimCLR KNNPre-trained Encoder=SimCLR, Evaluation Protocol=KNN2023.05 | 0.8371 | 0.2945 | 0.7825 | 0.5482 | 0.7537 | |
| PLC2023.05 | 0.828 | 0.4274 | 0.7904 | 0.7221 | 0.7831 | |
| CC2023.05 | 0.8123 | 0.4243 | 0.796 | 0.7071 | 0.7866 | |
| LRT2023.05 | 0.8098 | 0.4152 | 0.7597 | 0.5922 | 0.7696 | |
| GCE2023.05 | 0.8065 | 0.3652 | 0.7808 | 0.6743 | 0.7691 | |
| Co-teaching+2023.05 | 0.7997 | 0.4069 | 0.7872 | 0.5549 | 0.7543 | |
| SL2023.05 | 0.7976 | 0.3629 | 0.7779 | 0.6763 | 0.7714 | |
| Standard2023.05 | 0.7811 | 0.4198 | 0.7526 | 0.6425 | 0.7521 |