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

Table 5

Comparisons with the state-of- the-art methods in the literature for the StateFarm dataset with the dataset randomly split by 7 : 3.

Model	Top-1 acc (%)	Params (M)
InceptionV3 [22]	92.90	25.6
Xception [22]	82.50	22.9
InceptionV3 + Xception [22]	90.00	46.7
InceptionV3 + Xception + ResNet50 + VGG-19 [22]	97.00	214.3
D-HCNN [31]	99.82	0.76
MobileNetV2	99.57	3.5
MobileNetV2-tiny	99.88	2.78