Image Classification on STL10 Long-Tailed (gamma_l=10, Nl=150, M=100k) (test)
71.3AccuracyFixMatch + LA + DASO
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + LA + DASOSSL=true, LB=true, PB=true2021.06 | 71.3 | |
| FixMatch + CB re-weight + DASOSSL=true, LB=true, PB=true2021.06 | 70.2 | |
| FixMatch + DASOSSL=true, LB=false, PB=true2021.06 | 70 | |
| USADTMSSL=true, LB=false, PB=true2021.06 | 68.9 | |
| FixMatch + DARPSSL=true, LB=false, PB=true2021.06 | 66.9 | |
| FixMatch + BOSSSSL=true, LB=false, PB=true2021.06 | 66.4 | |
| FixMatch + Logit Adjustment (LA)SSL=true, LB=true, PB=false2021.06 | 63.4 | |
| FixMatch + CReSTSSL=true, LB=false, PB=true2021.06 | 61.7 | |
| FixMatch + CReST+SSL=true, LB=false, PB=true2021.06 | 61.2 | |
| FixMatch + CB re-weightSSL=true, LB=true, PB=false2021.06 | 58.9 | |
| FixMatchSSL=true, LB=false, PB=false2021.06 | 56.1 | |
| Logit Adjustment (LA)SSL=false, LB=true, PB=false2021.06 | 42.8 | |
| PseudoLabelSSL=true, LB=false, PB=false2021.06 | 42.3 | |
| LDAM-DRWSSL=false, LB=true, PB=false2021.06 | 41.8 | |
| cRTSSL=false, LB=true, PB=false2021.06 | 40.8 | |
| SupervisedSSL=false, LB=false, PB=false2021.06 | 40.2 |