Model Lightweighting for Real-time Distraction Detection on Resource-Limited Devices

Table 3

Comparisons with the state-of-the-art methods in the literature for the AUC dataset.

Model	Source	Top-1 acc (%)	Params (M)
AlexNet [20]	Original AUC	93.65	62
	Skin segmented	93.60	62
	Face	84.28	62
	Hands	89.52	62
	Face + hands	86.68	62
InceptionV3 [20]	Original AUC	95.17	24
	Skin segmented	94.57	24
	Face	88.82	24
	Hands	88.82	24
	Face + hands	90.88	24
GA weighted ensemble of all 5 [20]		95.98	120
VGG [32]	Original AUC	94.44	140
VGG with regularization [32]	Original AUC	96.31	15
Our method	Original AUC	94.77	2.78