Image Classification on CIFAR-10 (test) (SLF/ALF/AFF Metrics)
84.36SLF SA (%)Standard CL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Standard CLPre-training method=Standard Contrastive Learning, Running time (hours)=147.42023.02 | 84.36 | 0.01 | 10 | 10 | 86.63 | 49.71 | |
| ACL with RCSPre-training method=Adversarial Contrastive Learning, Coreset=RCS, Running time (hours)=111.82023.02 | 70.02 | 22.45 | 63.94 | 31.13 | 85.23 | 52.21 | |
| ACL with RandomPre-training method=Adversarial Contrastive Learning, Coreset=Random, Running time (hours)=94.32023.02 | 68.75 | 15.89 | 59.57 | 27.14 | 84.75 | 50.12 |