Table 6 Ablation study (5-fold... | Emerald Publishing

Table 6

Ablation study (5-fold cross-validation with 95% CI) on MCSI dataset

Model	Acc	Pre	Rec	F1 − score
w/o Depthwise-Separable conv	0.9893(0.9872–0.9914)	0.9894(0.9873–0.9916)	0.9893(0.9872–0.9914)	0.9893(0.9872–0.9914)
w/o CLAHE	0.9874(0.9835–0.9914)	0.9875(0.9835–0.9914)	0.9874(0.9835–0.9914)	0.9874(0.9834–0.9914)
w/o BO	0.9882(0.9856–0.9908)	0.9884(0.9859–0.9908)	0.9882(0.9856–0.9908)	0.9882(0.9856–0.9908)
w/o Class Weights	0.9783(0.9734–0.9832)	0.9784(0.9735–0.9834)	0.9783(0.9734–0.9832)	0.9783(0.9734–0.9832)
Proposed Model	0.9893(0.9872–0.9914)	0.9894(0.9873–0.9916)	0.9893(0.9872–0.9914)	0.9893(0.9872–0.9914)

Model	Acc	Pre	Rec	F1 − score
w/o Depthwise-Separable conv	0.9893(0.9872–0.9914)	0.9894(0.9873–0.9916)	0.9893(0.9872–0.9914)	0.9893(0.9872–0.9914)
w/o CLAHE	0.9874(0.9835–0.9914)	0.9875(0.9835–0.9914)	0.9874(0.9835–0.9914)	0.9874(0.9834–0.9914)
w/o BO	0.9882(0.9856–0.9908)	0.9884(0.9859–0.9908)	0.9882(0.9856–0.9908)	0.9882(0.9856–0.9908)
w/o Class Weights	0.9783(0.9734–0.9832)	0.9784(0.9735–0.9834)	0.9783(0.9734–0.9832)	0.9783(0.9734–0.9832)
Proposed Model	0.9893(0.9872–0.9914)	0.9894(0.9873–0.9916)	0.9893(0.9872–0.9914)	0.9893(0.9872–0.9914)

Note(s): Observation: Acc–Accuracy, Pre–Precision, Rec–Recall