Image Classification on STL10-LT (test)
84.8AccuracyFixMatch + CCL
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + CCLLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 84.8 | |
| FixMatch + CPELabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 83.3 | |
| FixMatch + CCLLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 83.1 | |
| FixMatch + ACRLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 83 | |
| ACR + BEMgamma_l=20, N1=450, M=100k2024.04 | 82.3 | |
| FixMatch + CPELabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 81.7 | |
| ACRgamma_l=20, N1=450, M=100k2024.04 | 81.5 | |
| FixMatch + ACRLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 81.5 | |
| FixMatch + CCLLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 79.1 | |
| FixMatch + DASOLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 78.4 | |
| FixMatch + ACRLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 77.1 | |
| FixMatch + CCLLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 77.1 | |
| FixMatch + DARPLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 75.6 | |
| FixMatch + DASOLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 75.3 | |
| FixMatch + ACRLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 75.1 | |
| FixMatch + CPELabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 73.1 | |
| FixMatchLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 72.4 | |
| FixMatch + DARPLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 72.3 | |
| FixMatch + CRESTLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 71.6 | |
| FixMatch + CREST+Labeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 71.5 | |
| FixMatch + DASOLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 70 | |
| FixMatch + CPELabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 69.6 | |
| FixMatch + CRESTLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 68.6 | |
| FixMatch + CREST+Labeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 68.5 | |
| FixMatch + BEMgamma_l=10, N1=150, M=100k2024.04 | 68.3 | |
| FixMatch + DARPLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 66.9 | |
| FixMatch + DASOLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 65.7 | |
| FixMatchLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=450, Total unlabeled samples (M)=100k2024.10 | 64 | |
| FixMatch + CRESTLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 61.7 | |
| FixMatch + CREST+Labeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 61.2 | |
| FixMatch + DARPLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 59.9 | |
| FixMatch + CRESTLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 57.1 | |
| FixMatchgamma_l=10, N1=150, M=100k2024.04 | 56.1 | |
| FixMatchLabeled data imbalance ratio (gamma_l)=10, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 56.1 | |
| FixMatch + CREST+Labeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 56 | |
| FixMatchLabeled data imbalance ratio (gamma_l)=20, Number of labeled samples (N_l)=150, Total unlabeled samples (M)=100k2024.10 | 47.6 |