FRGAN: A Blind Face Restoration with Generative Adversarial Networks

Table 1

Performance comparison on AFLW2000-3D and AFLW-LFPA.

Methods	AFLW2000-3D				AFLW-LFPA
	0° to 30°	30° to 60°	60° to 90°	Mean	Mean
SDM	3.67	4.94	9.67	6.12	—
3DDFA	3.78	4.54	7.93	5.42	—
3DDFA + SDM	3.43	4.24	7.17	5.42	—
PAWF	—	—	—	—	4.72
Yu et al.	3.62	6.06	9.56	—	—
3DSTN	3.15	4.33	5.98	4.49	—
DeFA	—	—	—	4.50	3.86
PRNnet	2.75	3.51	4.61	3.62	2.93
2DASL	2.75	3.44	4.41	3.53	2.85
Ours	2.71	3.42	4.38	3.44	2.84

The NME (%) for faces with different yaw angles is reported. The numbers in bold are the best results on each dataset; that is, the lower is the better. “—” indicates that the corresponding result is unavailable.