Multisemantic Path Neural Network for Deepfake Detection

Table 3

Comprehensive precision comparison of three semantic pathways on FF++ dataset, and comprehensive precision comparison of three semantic pathways and multiple semantic pathway networks on neuraltextures, deepfakes, FACE2FACE, faceswap, and neuraltextures.

	Acc (%) on FF++ (HQ)				Acc (%) on FF++ (LQ)
	DeepFakes	Face2Face	FaceSwap	NeuralTextures	DeepFakes	Face2Face	FaceSwap	NeuralTextures
Microscopic path	99.05	98.57	98.39	90.05	91.26	89.72	90.01	73.4
Mesoscopic path	99.2	99.17	98.86	91.01	92.32	88.92	88.20	73.52
Macroscopic path	99.32	99.21	98.77	91.52	94.4	91.04	92.41	75.09
Multipath	99.73	99.24	99.17	91.30	93.83	91.15	92.47	74.41

Results in bold indicate the best results of the four ablation experiments.