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Published at December 10

DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder

cs.CV

Released Date: December 10, 2024

Authors: Peipeng Yu¹, Hui Gao¹, Zhitao Huang¹, Zhihua Xia¹, Chip-Hong Chang²

Aff.: ¹College of Cyber Security, Jinan University, Guangzhou, China; ²School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore

Arxiv: http://arxiv.org/pdf/2412.07260v1

Method	FaceForensic++						CelebaMegaFS						FFHQ-E4S
	DeepFake		FaceShifter		LCR		FTM		IDInjection		LCR		E4S
	FID $\downarrow$	IDSim $\uparrow$	FID $\downarrow$	IDSim $\uparrow$	FID $\downarrow$	IDSim $\uparrow$	FID $\downarrow$	IDSim $\uparrow$	FID $\downarrow$	IDSim	FID $\downarrow$	IDSim $\uparrow$	FID $\downarrow$	IDSim $\uparrow$
None	11.35	0.4238	8.43	0.4252	22.09	0.3516	11.60	0.2792	10.83	0.3150	12.58	0.2318	8.04	0.2812
MAT	21.01	0.4372	19.23	0.3874	26.98	0.4026	42.06	0.3928	34.64	0.4203	35.98	0.3506	9.82	0.2797
Repaint	21.44	0.3832	19.49	0.3366	27.52	0.3639	41.18	0.3874	33.97	0.3893	35.11	0.3423	38.97	0.3946
RECCE	87.28	0.3755	65.72	0.4400	89.33	0.4086	90.36	0.2547	115.35	0.2957	110.69	0.2313	81.82	0.2668
Delocate	18.16	0.4749	37.22	0.4551	135.93	0.3858	40.75	0.4201	39.90	0.4650	41.76	0.3466	36.88	0.3064
DFI	42.17	0.4706	30.39	0.5207	37.03	0.4860	22.19	0.4137	22.20	0.4346	29.30	0.3442	29.86	0.3805
Ours	17.22	0.5367	18.48	0.5047	27.92	0.5135	15.35	0.7192	13.78	0.7582	14.75	0.6967	8.34	0.5870