Table 4 Training configuration parameters for deep learning classification and detection models.

From: Addressing significant challenges for animal detection in camera trap images: a novel deep learning-based approach

Settings

Classification

Detection

Optimization

SGD

SGD

Momentum

0.9

0.9

Weight decay

0.0005

0.0005

Number of epochs

100

300

Learning rate

0.01

0.01

Batch size

64

128

Image size

256

1280

Batch normalization

Applied

Applied

Model checkpoint

Each epoch

Each epoch

Patience

20 epochs

50 epochs

Animals species

24

24

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