Fed-SCNN: A Federated Shallow-CNN Recognition Framework for Distracted Driving

Table 1

Twelve categories of self-built dataset.

Category	Activity	Sample proportion (%)
C1	Safe driving	13.7
C2	Texting—right	12.5
C3	Right-hand call	14.5
C4	Texting—left	12.3
C5	Left-hand call	11.7
C6	Adjust automobile console	12.1
C7	Drinking	5.2
C8	Taking the back seat items	2.7
C9	Hair and makeup	6.7
C10	Talking to passenger	8.5
C11	Smoking	5.7
C12	Keeping your hands off the wheel	4.2