Table 1 Machine learning results in the transductive setting.
Condition | AdaBoost | Decision Tree | SCM | L1-SVM |
|---|---|---|---|---|
Clomiphene Detection | ||||
Binning only | 98.0% (4.7) | 98.6% (1.8) | 95.2% (1.1) | 89.6% (52.0) |
VLM + Binning | 98.2% (4.9) | 97.0% (2.3) | 97.0% (1.2) | 93.6% (2.6) |
VLM + Alignment | 98.8% (2.3) | 99.4% (1.0) | 99.4% (1.0) | 92.8% (138.6) |
Acetaminophen Detection | ||||
Binning only | 99.2% (1.0) | 99.2% (1.0) | 99.2% (1.2) | 97.6% (97.5) |
VLM + Binning | 99.2% (1.0) | 99.2% (1.0) | 99.4% (1.0) | 99.0% (121.0) |
VLM + Alignment | 99.8% (1.0) | 100.0% (1.0) | 99.4% (1.0) | 99.6% (63.4) |
Malaria Detection | ||||
Binning only | 92.4% (51.8) | 82.5% (4.3) | 84.6% (2.2) | 92.6% (150.1) |
VLM + Binning | 93.3% (39.7) | 88.7% (4.6) | 89.4% (2.0) | 95.4% (133.2) |
VLM + Alignment | 93.8% (65.3) | 86.1% (4.8) | 85.4% (2.3) | 95.2% (131.4) |
Cancer Detection | ||||
Binning Only | 70.4% (69.2) | 63.8% (6.4) | 55.6% (1.9) | 56.8% (113.6) |
VLM + Binning | 70.2% (43.9) | 61.6% (4.8) | 53.6% (2.2) | 69.4% (138.6) |
VLM + Alignment | 67.4% (30.0) | 62.6% (2.3) | 59.6% (2.2) | 74.6% (135.2) |
