Table 4 3D-UCaps performance comparison for \(F_{1}\) score, Precision (Pr.), Recall (Re.) with respect to the number of classes
From: Volumetric macromolecule identification in cryo-electron tomograms using capsule networks
Validation | Test | |||||
|---|---|---|---|---|---|---|
\(F_{1}\) | Pr. | Re. | \(F_{1}\) | Pr. | Re. | |
Real data | ||||||
PT-BG | 0.93 | 0.95 | 0.91 | 0.74 | 0.77 | 0.71 |
RB-BG | 0.83 | 0.89 | 0.77 | 0.68 | 0.76 | 0.62 |
PT-RB-BG | 0.93 | 0.96 | 0.90 | 0.91 | 0.95 | 0.87 |
SHREC’19 | ||||||
4D8Q-BG | 0.92 | 0.95 | 0.89 | 0.92 | 0.95 | 0.88 |
1BXN-BG | 0.88 | 0.90 | 0.85 | 0.86 | 0.89 | 0.82 |
3GL1-BG\(^{\dagger }\) | 0.51 | 0.55 | 0.47 | 0.32 | 0.26 | 0.41 |
4D8Q-1BXN-3GL1-BG | 0.86 | 0.91 | 0.81 | 0.71 | 0.79 | 0.64 |