Image Classification on CIFAR-10 (test) (Symmetric/Asymmetric Accuracy)
96.7Accuracy (Symmetric 20%)SSR+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSR+Advanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 96.7 | 96.1 | 95.6 | 95.2 | 95.5 | |
| C2DAdvanced Training Config (SSL/Co-training/Pre-training)=true2021.11 | 96.4 | 95.3 | 94.4 | 93.6 | 93.5 | |
| AugDescAdvanced Training Config (SSL/Co-training/Pre-training)=true2021.11 | 96.3 | 95.4 | 93.8 | 91.9 | 94.6 | |
| SSRAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 96.3 | 95.7 | 95.2 | 94.6 | 95.1 | |
| DivideMixAdvanced Training Config (SSL/Co-training/Pre-training)=true2021.11 | 96.1 | 94.6 | 93.2 | 76 | 93.4 | |
| NGCAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 95.9 | 94.5 | 91.6 | 80.5 | 90.6 | |
| ELR+Advanced Training Config (SSL/Co-training/Pre-training)=true2021.11 | 95.8 | 94.8 | 93.3 | 78.7 | 93 | |
| RRLAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 95.8 | 94.3 | 92.4 | 75 | 91.9 | |
| LossModellingAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 94 | 92 | 86.8 | 69.1 | 87.4 | |
| PENCILAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 92.4 | 89.1 | 77.5 | 58.9 | 88.5 | |
| Co-teaching+Advanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 89.5 | 85.7 | 67.4 | 47.9 | — | |
| Cross-EntropyAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 86.8 | 79.4 | 62.9 | 42.7 | 85 | |
| F-correctionAdvanced Training Config (SSL/Co-training/Pre-training)=false2021.11 | 86.8 | 79.8 | 63.3 | 42.9 | 87.2 |