TABLE VI. Comparison of Pooling Methods.
| Pooling | Dataset A | Dataset B | Dataset C | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
ACC( ) |
SEN( ) |
SPC( ) |
F1( ) |
|
| GMP | 94.31 2.21 |
90.98 2.15 |
95.85 1.84 |
92.97 2.02 |
94.47 1.44 |
93.38 1.47 |
96.94 0.81 |
93.80 1.60 |
84.79 1.53 |
86.14 2.13 |
94.36 0.48 |
85.15 1.55 |
| GAP | 95.06 1.14 |
95.59 1.11 |
93.37 1.61 |
94.35 1.24 |
94.91 1.64 |
95.01 1.76 |
97.16 0.91 |
94.39 1.68 |
85.09 1.64 |
87.25 2.02 |
94.36 0.83 |
85.60 1.81 |
| Attention Pooling |
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
|