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Published at November 29

Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook

cs.CV

cs.AI

cs.LG

cs.MM

cs.SD

eess.AS

Released Date: November 29, 2024

Authors: Florinel-Alin Croitoru¹, Andrei-Iulian Hiji, Vlad Hondru¹, Nicolae Catalin Ristea, Paul Irofti¹, Marius Popescu¹, Cristian Rusu, Radu Tudor Ionescu¹, Fahad Shahbaz Khan¹, Mubarak Shah¹

Aff.: ¹Institution not provided

Arxiv: http://arxiv.org/pdf/2411.19537v1

Dataset	Method	Accuracy	AUC
FakeAVCeleb [311]	FRADE [290]	98.60%	0.9980
	AVFF [283]	98.60%	0.9910
	MIS-AVoiDD [317]	96.20%	0.9730
	PVASS-MDD [318]	95.70%	0.9730
	SSVF [288]	94.20%	0.9450
	MRDF [289]	94.05%	0.9243
DFDC [313]	FRADE [290]	97.20%	0.9900
	PVASS-MDD [318]	96.30%	0.9890
	AVoiD-DF [314]	91.40%	0.9480
	AVA-CL [291]	84.20%	0.8864
	AVFakeNet [285]	82.80%	0.8620