TABLE VIII. Comparison of L2 and Soft Distance Regularization.
| Loss | Dataset A | Dataset B | Dataset C | |||||||||
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
|
| L2 | 95.93 0.61 |
96.36 0.85 |
95.48 0.71 |
95.83 0.79 |
94.62 0.86 |
93.75 0.91 |
97.05 0.68 |
93.75 0.93 |
83.99 0.94 |
85.33 1.34 |
94.11 0.69 |
84.80 0.83 |
| Soft Distance |
96.94 1.10
|
97.83 1.53
|
94.93 1.26
|
96.23 1.02
|
95.85 1.27
|
95.74 1.20
|
97.73 0.45
|
95.54 1.59
|
87.12 1.55
|
87.20 1.64
|
95.20 0.64
|
86.98 1.27
|