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Table 2 Hyperparameters and their search space

From: Forest fire and smoke detection using deep learning-based learning without forgetting

Parameter

Search space

Optimizer

Adam, RMSProp, SGD, Adagrad, Adadelta

Number of neurons in customized layers

64, 128, 256, 512, 1024

Activation function

Relu, Elu, LeakyRelu and Tanh

Learning rate

1e−3, 1e−4, 1e−5, 1e−6

Number of epochs

100, 125, 150, 200

Batch size

32, 64, 128