Image Classification on CIFAR100 long-tailed (Nl=150, Ml=2000, γl=γu=10) (test)
60.6AccuracyFixMatch + LA + DASO
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + LA + DASOSSL=true, LB=true, PB=true2021.06 | 60.6 | |
| FixMatch + CB re-weight + DASOSSL=true, LB=true, PB=true2021.06 | 60.1 | |
| FixMatch + BOSSSSL=true, LB=false, PB=true2021.06 | 59.3 | |
| FixMatch + DASOSSL=true, LB=false, PB=true2021.06 | 59.2 | |
| FixMatch + Logit Adjustment (LA)SSL=true, LB=true, PB=false2021.06 | 58.6 | |
| FixMatch + CB re-weightSSL=true, LB=true, PB=false2021.06 | 58.3 | |
| USADTMSSL=true, LB=false, PB=true2021.06 | 58.2 | |
| FixMatch + DARPSSL=true, LB=false, PB=true2021.06 | 58.1 | |
| FixMatch + CReSTSSL=true, LB=false, PB=true2021.06 | 57.1 | |
| FixMatch + CReST+SSL=true, LB=false, PB=true2021.06 | 57.1 | |
| FixMatchSSL=true, LB=false, PB=false2021.06 | 56.5 | |
| Logit Adjustment (LA)SSL=false, LB=true, PB=false2021.06 | 48.7 | |
| cRTSSL=false, LB=true, PB=false2021.06 | 48 | |
| PseudoLabelSSL=true, LB=false, PB=false2021.06 | 47.8 | |
| SupervisedSSL=false, LB=false, PB=false2021.06 | 46.9 | |
| LDAM-DRWSSL=false, LB=true, PB=false2021.06 | 46.2 |