Research Article

Efficient Eye-Blinking Detection on Smartphones: A Hybrid Approach Based on Deep Learning

Table 3

Performance comparison of the multiclass SVM and LeNet-5.

Detection resultGround truth
Open eye (ground truth)Closed eye (ground truth)Background (ground truth)

(a) Multiclass SVM
Open eye (detection result)164270
Closed eye (detection result)816118
Background (detection result)2812172

(b) LeNet-5 performance
Open eye (detection result)18500
Closed eye (detection result)1220011
Background (detection result)30189