Table 12 Impact of weight distribution on ensemble learning for bird species classification.
S.No | Ablation components | Standard bird objects | Occluded bird objects | ||||
|---|---|---|---|---|---|---|---|
DenseNet121 | DenseNet169 | ResNet101V2 | A (%) | FS (%) | A (%) | FS (%) | |
1 | Weight = 0.3 | Weight = 0.3 | Weight = 0.4 | 97.56 | 97.58 | 94.77 | 94.37 |
2 | Weight = 0.2 | Weight = 0.2 | Weight = 0.6 | 96.88 | 96.84 | 93.41 | 92.89 |
3 | Weight = 0.2 | Weight = 0.3 | Weight = 0.5 | 96.89 | 96.85 | 92.14 | 91.46 |
4 | Weight = 0.3 | Weight = 0.2 | Weight = 0.5 | 96.96 | 96.92 | 93.41 | 92.72 |
