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. 2019 Aug 28;19(17):3722. doi: 10.3390/s19173722

Table 7.

Training computational cost of our detection and classification models.

Mode Initialization Optimizer Regularizer Learning Rate Epochs Training Time
Detection Random GSD BN, Dropout 0.01 100 68 h
Detection Random GSD BN, Dropout 0.001 30 36 h
Detection Random GSD BN, Dropout 0.0001 20 24 h
Classification Random GSD BN, Dropout 0.01 700 52 h
Classification Random GSD BN, Dropout 0.001 200 31 h
Classification Random GSD BN, Dropout 0.0001 100 23 h