TABLE VII. Contribution of Attention Guided Augmentation.
| Augmentation | Dataset A | Dataset B | Dataset C | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
|
|
94.69 1.38 |
96.06 1.68 |
92.82 1.50 |
94.10 1.08 |
93.56 1.51 |
92.79 1.60 |
96.57 0.68 |
92.65 1.43 |
85.47 1.40 |
85.48 1.44 |
94.64 0.54 |
85.10 1.13 |
|
95.81 1.23 |
96.70 1.52 |
94.86 2.23 |
95.59 1.34 |
94.97 1.57 |
95.10 1.34 |
97.25 0.73 |
94.84 1.38 |
86.31 1.78 |
87.12 1.82 |
94.83 0.85 |
86.60 1.64 |
|
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
|
*
: Attention Mix-up; **
: Attention Dimming; **
: Attention Patching.