From: Subspace-Based Holistic Registration for Low-Resolution Facial Images
Face Classifier | FAR | Viola-Jones (high resolution) | MLLL + BILBO (high resolution) | SHR (low-resolution) | Manual |
---|---|---|---|---|---|
PCA Mah | 1% | 57.3% (8.9%) | 67.4% (+1.3%) | 68.1% (+2.0%) | 66.2% |
 | 0.1% | 44.5% (5.8%) | 52.9% (+2.6%) | 54.0% (+3.3%) | 50.3% |
 | 0.01% | 34.0% (3.4%) | 40.9% (+3.4%) | 42.2% (+4.7%) | 37.5% |
PCA MahCos | 1% | 73.2% (13.8%) | 85.2% (1.7%) | 87.9% (+2.0%) | 87.0% |
 | 0.1% | 57.4% (10.8%) | 68.2% (0.0%) | 71.9% (+3.3%) | 68.2% |
 | 0.01% | 39.7% (9.3%) | 47.4% (+4.1%) | 50.7% (+4.7%) | 43.3% |
Likelihood ratio | 1% | 86.7% (10.1%) | 94.0% (2.8%) | 95.9% (0.9%) | 96.8% |
 | 0.1% | 76.9% (13.9%) | 86.9% (4.7%) | 91.0% (+0.2%) | 90.8% |
 | 0.01% | 65.5% (14.8%) | 77.2% (3.1%) | 82.5% (+2.2%) | 80.3% |
Adaboost | 1% | 86.5% (8.4%) | 93.5% (1.4%) | 94.1% (0.8%) | 95.0% |
 | 0.1% | 78.3% (10.5%) | 87.1% (1.7%) | 87.9% (1.0%) | 88.9% |
 | 0.01% | 69.8% (11.1%) | 78.9% (2.0%) | 80.1% (0.8%) | 80.9% |