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Deepfake Detection on Celeb-DF, DFDC, and DFD cross-domain average FF++(HQ) trained (test)

0.8059Average AUCGenDF
0.6854680.7167340.7480.779266Dec 26, 2025

Evaluation results

MethodLinks
GenDF#Params=0.28M, GFLOPs=17.58, Inference Time (ms)=9.212025.120.8059
ViT+Lora#Params=0.27M, GFLOPs=17.58, Inference Time (ms)=12.122025.120.7828
UIA-ViT#Params=81.83M, GFLOPs=17.58, Inference Time (ms)=8.692025.120.7809
Face-x-ray#Params=77.47M, GFLOPs=42.58, Inference Time (ms)=35.622025.120.766
RECCE#Params=24.69M, GFLOPs=13.18, Inference Time (ms)=99.372025.120.7299
Xception#Params=20.81M, GFLOPs=16.84, Inference Time (ms)=5.252025.120.6901