Table 13 Effectiveness of fusion strategies in ensemble learning for standard and occluded bird images.

From: Enhancing occluded and standard bird object recognition using fuzzy-based ensembled computer vision approach with convolutional neural network

S. No

Model

name

Ablation

components

Standard bird objects

Occluded bird objects

Voting

A

(%)

FS

(%)

A

(%)

FS

(%)

1

Ensemble

Majority

Voting

96.42

96.44

91.77

88.15

2

Ensemble

Mean

Voting

96.76

96.58

93.42

93.21

3

Ensemble

Weighted

Averaging

97.56

97.58

94.77

94.37

  1. A: Accuracy, FS: F1-Score.
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