Dataset | Imbalance protocol | SMOTE (%) | RUS (%) | SMOTE RSB (%) | CoSen SVM (%) | CoSen RF (%) | SOSR CNN (%) | Baseline CNN (%) | CoSen CNN (%) |
---|---|---|---|---|---|---|---|---|---|
MNIST | 10% of odd classes | 94.5 | 92.1 | 96.0 | 96.8 | 96.3 | 97.8 | 97.6 | 98.6 |
CIFAR-100 | 10% of odd classes | 32.2 | 28.8 | 37.5 | 39.9 | 39.0 | 55.8 | 55.0 | 60.1 |
Caltech-101 | 10% of odd classes | 67.7 | 61.4 | 68.2 | 70.1 | 68.7 | 77.4 | 77.4 | 83.2 |
MIT-67 | 10% of odd classes | 33.9 | 28.4 | 34.0 | 35.5 | 35.2 | 49.8 | 50.4 | 56.9 |
DIL | Standard split | 50.3 | 46.7 | 52.6 | 55.3 | 54.7 | 68.9 | 69.5 | 72.6 |
MLC | Standard split | 38.9 | 31.4 | 43.0 | 47.7 | 46.5 | 65.7 | 66.1 | 68.6 |