Image Classification on CIFAR10-LT
83.8AccuracyFixMatch + ABC
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + ABCImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 83.8 | |
| FixMatch + ABC + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 83.4 | |
| FixMatch + LA + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 82.5 | |
| FixMatch + LAImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 82 | |
| FixMatch + LA + CReST+Imbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 81.1 | |
| FixMatch + LA + DARPImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 80.8 | |
| FixMatch + ABC + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 80.4 | |
| FixMatch + ABCImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 80.1 | |
| FixMatch + ABC + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 80.1 | |
| FixMatch + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 79.1 | |
| FixMatch + LA + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 79 | |
| FixMatch + ABCImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 78.9 | |
| FixMatch + CReST+Imbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 78.1 | |
| FixMatch + LAImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 78 | |
| FixMatch + LA + CReST+Imbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 77.9 | |
| FixMatch + LA + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 77.9 | |
| FixMatch + DARPImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 77.8 | |
| FixMatchImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 77.5 | |
| FixMatch + LA + DARPImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 76.7 | |
| FixMatch + LA + CReST+Imbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 76.7 | |
| FixMatch + LA + DARPImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 76.6 | |
| FixMatch + CReST+Imbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 76.3 | |
| FixMatch + DASOImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 76 | |
| FixMatch + LAImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 75.3 | |
| FixMatch + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 75.1 | |
| FixMatch + DARPImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 74.5 | |
| FixMatch + CReST+Imbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 73.7 | |
| FixMatch + DARPImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 73.6 | |
| FixMatchImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 72.4 | |
| FixMatch + LA + CReST+Imbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 70.9 | |
| Supervised + LAImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 70.6 | |
| FixMatch + ABC + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 70.6 | |
| FixMatch + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 70.1 | |
| FixMatch + LA + DASOImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 70.1 | |
| Supervised + LAImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 68.2 | |
| FixMatch + LA + DARPImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 68.2 | |
| FixMatchImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 67.8 | |
| FixMatch + CReST+Imbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 67.5 | |
| FixMatch + DARPImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 67.2 | |
| FixMatch + LAImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 67 | |
| FixMatch + ABCImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 66.5 | |
| FixMatchImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 62.9 | |
| SupervisedImbalance ratio (gamma)=100, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 61.9 | |
| SupervisedImbalance ratio (gamma)=150, Number of labeled samples (N_l)=1500, Number of unlabeled samples (M_u)=30002021.06 | 58.2 | |
| Supervised + LAImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 53.3 | |
| Supervised + LAImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 49.5 | |
| SupervisedImbalance ratio (gamma)=100, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 47.3 | |
| SupervisedImbalance ratio (gamma)=150, Number of labeled samples (N_l)=500, Number of unlabeled samples (M_u)=40002021.06 | 44.2 |