Unrestricted Face Recognition Algorithm Based on Transfer Learning on Self-Pickup Cabinet

Table 3

Comparison of recognition rate on the MegaFace dataset.

Methods	Training set size/MB	Test of time/s	Recognition rate
FaceNet [8]	199.8	0.61	91.01
DeepFace [22]	3.99	0.29	86.25
DDML [23]	2.53	0.38	87.76
Ouamane [24]	0.68	0.57	90.10
DeepID2 [6]	0.27	0.34	88.85
Faster RCNN [15]	0.49	0.188	85.42
Proposed	0.49	0.050	92.20