Table 11 The ablation experiments on four data sets.
From: Adaptive pixel attention network for hyperspectral image classification
Data Set | Metric | Different Modules | Proposed | |||||
|---|---|---|---|---|---|---|---|---|
SSSE | APA | CLIC | SSSE+APA | SSSE+CLIC | APA+CLIC | |||
UP | OA(%) | 87.17 | 95.56 | 95.59 | 94.74 | 96.35 | 96.36 | 97.14 |
AA(%) | 83.59 | 94.02 | 95.04 | 93.75 | 95.90 | 95.37 | 96.53 | |
Kap(%) | 82.71 | 94.11 | 95.49 | 92.99 | 95.15 | 95.19 | 96.21 | |
HU | OA(%) | 64.63 | 80.72 | 80.69 | 80.68 | 81.44 | 81.89 | 82.42 |
AA(%) | 69.59 | 83.36 | 83.68 | 83.71 | 84.45 | 85.00 | 84.60 | |
Kap(%) | 61.65 | 79.15 | 80.19 | 79.10 | 79.92 | 80.98 | 80.99 | |
IP | OA(%) | 65.28 | 74.21 | 73.74 | 73.58 | 73.61 | 74.10 | 74.78 |
AA(%) | 62.7 | 69.13 | 69.49 | 69.51 | 69.14 | 69.88 | 70.11 | |
Kap(%) | 59.8 | 70.44 | 69.21 | 69.73 | 69.82 | 70.31 | 71.12 | |
KSC | OA(%) | 77.26 | 86.05 | 85.10 | 86.56 | 83.72 | 86.04 | 86.82 |
AA(%) | 68.84 | 82.21 | 82.10 | 81.65 | 79.80 | 81.84 | 82.31 | |
Kap(%) | 74.62 | 84.45 | 84.51 | 84.02 | 81.87 | 84.45 | 85.32 | |
