Table 7 Ablation study (5-fold... | Emerald Publishing

Table 7

Ablation study (5-fold cross-validation with 95% CI) on MSLD v2 dataset

Model	Acc	Pre	Rec	F1 − score
w/o Depthwise-Separable conv	0.9831(0.9787–0.9875)	0.9833(0.9790–0.9876)	0.9831(0.9787–0.9875)	0.9831(0.9787–0.9874)
w/o CLAHE	0.9875(0.9825–0.9925)	0.9876(0.9827–0.9926)	0.9875(0.9825–0.9925)	0.9875(0.9824–0.9925)
w/o BO	0.9821(0.9765–0.9878)	0.9824(0.9769–0.9879)	0.9821(0.9765–0.9878)	0.9822(0.9766–0.9878)
w/o Class Weights	0.9682(0.9626–0.9739)	0.9694(0.9642–0.9745)	0.9682(0.9626–0.9739)	0.9682(0.9625–0.9739)
Proposed	0.9828(0.9781–0.9876)	0.9831(0.9786–0.9876)	0.9828(0.9781–0.9876)	0.9828(0.9782–0.9875)

Model	Acc	Pre	Rec	F1 − score
w/o Depthwise-Separable conv	0.9831(0.9787–0.9875)	0.9833(0.9790–0.9876)	0.9831(0.9787–0.9875)	0.9831(0.9787–0.9874)
w/o CLAHE	0.9875(0.9825–0.9925)	0.9876(0.9827–0.9926)	0.9875(0.9825–0.9925)	0.9875(0.9824–0.9925)
w/o BO	0.9821(0.9765–0.9878)	0.9824(0.9769–0.9879)	0.9821(0.9765–0.9878)	0.9822(0.9766–0.9878)
w/o Class Weights	0.9682(0.9626–0.9739)	0.9694(0.9642–0.9745)	0.9682(0.9626–0.9739)	0.9682(0.9625–0.9739)
Proposed	0.9828(0.9781–0.9876)	0.9831(0.9786–0.9876)	0.9828(0.9781–0.9876)	0.9828(0.9782–0.9875)

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