Table 1.
Inference results for the case shown in Fig. 2. Shown are the initial label probabilities of the panels, obtained using a single panel (baseline) classifier, and the final label probabilities of the panels, obtained using a factor graph with the PULBP2 algorithm.
| Actual class |
Initia l F M I prob. |
Final FMI probabilities ( α =0, λ = 2 ) |
Final FMI probabilities ( α =0.5, λ = 2 ) |
Final FMI probabilities ( α =1, λ = 2 ) |
|---|---|---|---|---|
| FMI | 0.740 | 0.838 | 0.882 | 0.883 |
| FMI | 0.704 | 0.809 | 0.835 | 0.863 |
| FMI | 0.695 | 0.800 | 0.762 | 0.742 |
| Non | 0.000 | 0.000 | 0.000 | 0.000 |