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. 2021 Feb 2;131:104252. doi: 10.1016/j.compbiomed.2021.104252

Table 8.

Total classification time* of models in comparative study (n = 40).

(A) Using different feature extractors.
Models Total time/s
AlexNet + ReliefF + SVM 5.917 ± 0.001
InceptionV3 + ReliefF + SVM 6.428 ± 0.001
SqueezeNet + ReliefF + SVM 5.918 ± 0.002
(B) Using different feature selectors.
Models Total time/s
AlexNet + ReliefF + SVM 5.917 ± 0.001
AlexNet + PSO + SVM 5.918 ± 0.001
AlexNet + mutInfFS + SVM 5.918 ± 0.001
(C) Using different final classifiers.
Models Total time/s
AlexNet + ReliefF + SVM 5.917 ± 0.001
AlexNet + ReliefF + Random Forest 7.271 ± 0.001
AlexNet + ReliefF + ELM 6.029 ± 0.001

(* The time required for total classification in seconds.)