Image Classification on CIFAR-10-LT (Nl=1500, Ml=3000, γl=γu=100) (test)
82.5AccuracyFixMatch + LA + DASO
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + LA + DASOSSL=true, LB=true, PB=true2021.06 | 82.5 | |
| FixMatch + Logit Adjustment (LA)SSL=true, LB=true, PB=false2021.06 | 82 | |
| FixMatch + CB re-weight + DASOSSL=true, LB=true, PB=true2021.06 | 81.2 | |
| FixMatch + CB re-weightSSL=true, LB=true, PB=false2021.06 | 80.9 | |
| FixMatch + DASOSSL=true, LB=false, PB=true2021.06 | 79.1 | |
| FixMatch + CReST+SSL=true, LB=false, PB=true2021.06 | 78.1 | |
| FixMatch + DARPSSL=true, LB=false, PB=true2021.06 | 77.8 | |
| FixMatchSSL=true, LB=false, PB=false2021.06 | 77.5 | |
| FixMatch + CReSTSSL=true, LB=false, PB=true2021.06 | 76.6 | |
| FixMatch + BOSSSSL=true, LB=false, PB=true2021.06 | 76.5 | |
| USADTMSSL=true, LB=false, PB=true2021.06 | 73.3 | |
| Logit Adjustment (LA)SSL=false, LB=true, PB=false2021.06 | 70.6 | |
| cRTSSL=false, LB=true, PB=false2021.06 | 65.8 | |
| LDAM-DRWSSL=false, LB=true, PB=false2021.06 | 65.7 | |
| PseudoLabelSSL=true, LB=false, PB=false2021.06 | 63.4 | |
| SupervisedSSL=false, LB=false, PB=false2021.06 | 61.9 |