Image Classification on CIFAR100 (Nl=50, Ml=400, γl=γu=10) long-tailed (test)
50.7AccuracyFixMatch + LA + DASO
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + LA + DASOSSL=true, LB=true, PB=true2021.06 | 50.7 | |
| FixMatch + CB re-weight + DASOSSL=true, LB=true, PB=true2021.06 | 50.3 | |
| FixMatch + BOSSSSL=true, LB=false, PB=true2021.06 | 50 | |
| FixMatch + DASOSSL=true, LB=false, PB=true2021.06 | 49.8 | |
| FixMatch + DARPSSL=true, LB=false, PB=true2021.06 | 49.4 | |
| USADTMSSL=true, LB=false, PB=true2021.06 | 48.7 | |
| FixMatch + Logit Adjustment (LA)SSL=true, LB=true, PB=false2021.06 | 47.3 | |
| FixMatch + CB re-weightSSL=true, LB=true, PB=false2021.06 | 46 | |
| FixMatchSSL=true, LB=false, PB=false2021.06 | 45.2 | |
| FixMatch + CReST+SSL=true, LB=false, PB=true2021.06 | 44.5 | |
| FixMatch + CReSTSSL=true, LB=false, PB=true2021.06 | 44.3 | |
| PseudoLabelSSL=true, LB=false, PB=false2021.06 | 30.7 | |
| Logit Adjustment (LA)SSL=false, LB=true, PB=false2021.06 | 30.2 | |
| cRTSSL=false, LB=true, PB=false2021.06 | 30.1 | |
| SupervisedSSL=false, LB=false, PB=false2021.06 | 29.6 | |
| LDAM-DRWSSL=false, LB=true, PB=false2021.06 | 28.4 |