SISO | MIMO local | MIMO one-hand | MIMO both-hands | Orthopedic surgeon 1 | Orthopedic surgeon 2 | Orthopedic surgeon 3 | Average of surgeons | |
---|---|---|---|---|---|---|---|---|
PIP-IP+MCP+ CMC-M (erosion) | ||||||||
Sensitivity | 0.65 | 0.54 | 0.51 | 0.31 | 0.64 | 0.94 | 0.93 | 0.84 |
Specificity | 0.88 | 0.93 | 0.93 | 0.96 | 0.92 | 0.57 | 0.78 | 0.76 |
F-measure | 0.50 | 0.52 | 0.50 | 0.38 | 0.57 | 0.36 | 0.51 | 0.48 |
PR-AUC | 0.55 | 0.54 | 0.53 | 0.44 | 0.59 | 0.58 | 0.65 | 0.61 |
Wrist (erosion) | ||||||||
Sensitivity | 0.78 | 0.85 | 0.84 | 0.77 | 0.46 | 0.98 | 0.88 | 0.77 |
Specificity | 0.86 | 0.85 | 0.83 | 0.88 | 0.95 | 0.30 | 0.65 | 0.64 |
F-measure | 0.81 | 0.84 | 0.83 | 0.81 | 0.61 | 0.70 | 0.77 | 0.70 |
PR-AUC | 0.86 | 0.88 | 0.87 | 0.87 | 0.81 | 0.77 | 0.81 | 0.80 |
All joints (erosion) | ||||||||
Sensitivity | 0.73 | 0.72 | 0.70 | 0.58 | 0.57 | 0.96 | 0.87 | 0.80 |
Specificity | 0.88 | 0.92 | 0.92 | 0.95 | 0.93 | 0.53 | 0.77 | 0.74 |
F-measure | 0.66 | 0.70 | 0.69 | 0.65 | 0.61 | 0.51 | 0.63 | 0.58 |
PR-AUC | 0.69 | 0.73 | 0.72 | 0.70 | 0.66 | 0.66 | 0.70 | 0.67 |
PIP+MCP+CMC (JSN) | ||||||||
Sensitivity | 0.75 | 0.74 | 0.73 | 0.67 | 0.55 | 0.90 | 0.84 | 0.76 |
Specificity | 0.84 | 0.90 | 0.89 | 0.88 | 0.93 | 0.83 | 0.87 | 0.88 |
F-measure | 0.72 | 0.76 | 0.74 | 0.70 | 0.65 | 0.80 | 0.79 | 0.74 |
PR-AUC | 0.76 | 0.81 | 0.79 | 0.75 | 0.74 | 0.82 | 0.82 | 0.79 |
Wrist (JSN) | ||||||||
Sensitivity | 0.81 | 0.87 | 0.83 | 0.84 | 0.80 | 0.98 | 0.91 | 0.90 |
Specificity | 0.79 | 0.78 | 0.80 | 0.81 | 0.84 | 0.67 | 0.84 | 0.78 |
F-measure | 0.85 | 0.88 | 0.86 | 0.87 | 0.85 | 0.91 | 0.91 | 0.89 |
PR-AUC | 0.91 | 0.93 | 0.92 | 0.93 | 0.91 | 0.92 | 0.94 | 0.92 |
All joints (JSN) | ||||||||
Sensitivity | 0.77 | 0.79 | 0.77 | 0.74 | 0.62 | 0.93 | 0.86 | 0.80 |
Specificity | 0.83 | 0.89 | 0.88 | 0.87 | 0.92 | 0.81 | 0.86 | 0.87 |
F-measure | 0.76 | 0.81 | 0.79 | 0.76 | 0.71 | 0.84 | 0.83 | 0.80 |
PR-AUC | 0.81 | 0.85 | 0.83 | 0.82 | 0.81 | 0.86 | 0.86 | 0.84 |