notesum.ai

Published at November 29

cs.CV

cs.CR

cs.LG

Released Date: November 29, 2024

Authors: Xinjie Cui¹, Yuezun Li¹, Ao Luo², Jiaran Zhou¹, Junyu Dong¹

Aff.: ¹School of Computer Science and Technology, Ocean University of China; ²Southwest Jiaotong University

Method	Venue	CDF-v1	CDF-v2	DFDC	DFDCP	DFD	Avg.
Xception [54]	ICCV’19	0.779	0.737	0.708	0.737	0.816	0.755
EfficientB4 [58]	ICML’19	0.791	0.749	0.696	0.728	0.815	0.756
F3Net [51]	AAAI’20	0.777	0.735	0.702	0.735	0.798	0.749
X-ray [35]	CVPR’20	0.709	0.679	0.633	0.694	0.766	0.696
FFD [11]	CVPR’20	0.784	0.744	0.703	0.743	0.802	0.755
SPSL [41]	CVPR’21	0.815	0.765	0.704	0.741	0.812	0.767
SRM [45]	CVPR’21	0.793	0.755	0.700	0.741	0.812	0.760
Recce [6]	CVPR’22	0.768	0.732	0.713	0.734	0.812	0.752
SBI [55]	CVPR’22	-	0.813	-	0.799	0.774	-
UCF [66]	ICCV’23	0.779	0.753	0.719	0.759	0.807	0.763
ED [2]	AAAI’24	0.818	0.864	0.721	0.851	-	-
LSDA [68]	CVPR’24	0.867	0.830	0.736	0.815	0.880	0.826
CFM [44]	TIFS’24	-	0.828	-	0.758	0.915	-
Ours	-	0.914	0.900	0.843	0.890	0.933	0.896