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Deepfake Detection on Celeb-DF (Subgroup Analysis)

1.18Gender FFPR

SRM

Updated 1mo ago

Evaluation Results

Method	Links
SRM 2025.11		1.18	10.9	61.66	31.58	10.42	51.73	23.81	16.75	57.34	73.21
RSEF-FDD 2025.11		1.94	35.63	68.92	17.4	27.48	67.8	24.17	27.73	62.56	74.36
RSEF-FDD 2025.11		1.94	35.63	68.92	17.4	27.48	67.8	24.17	27.73	62.56	74.36
CORE 2025.11		5.05	15.52	67.51	17.78	20.97	69.86	30.04	27.4	62.87	70.03
UCF 2025.11		5.7	27.82	65.23	36.72	21.27	66.41	51.71	26	63.52	73.21
Ours 2025.11		6.41	10.81	69.68	16.6	7.29	69.96	23.32	12.01	63.27	76.75
Ours 2025.11		6.41	10.81	69.68	16.6	7.29	69.96	23.32	12.01	63.27	76.75
Xception 2025.11		6.93	20.23	60.94	23.44	17.89	61.21	27.38	18.72	61.22	69.18
Ori 2025.11		6.93	20.23	60.94	23.44	17.89	61.21	27.38	18.72	61.22	69.18
PFGDFD 2025.11		7.95	16.29	69.47	23.99	12.47	67.78	23.71	13.3	62.63	74.24
PG-FDD 2025.11		7.95	16.29	69.47	23.99	12.47	67.78	23.71	13.3	62.63	74.24
Fairadapter 2025.11		8.59	26.84	56.84	46.14	36.35	58.34	47.03	35.69	54.77	64.94
Fairadapter 2025.11		8.59	26.84	56.84	46.14	36.35	58.34	47.03	35.69	54.77	64.94
DAG 2025.11		8.7	14.25	66.23	19.44	13.26	62.61	23.6	13.8	63.08	72.29
DAG-FDD 2025.11		8.7	14.25	66.23	19.44	13.26	62.61	23.6	13.8	63.08	72.29
DAW 2025.11		8.71	12.73	68.31	14.76	7.8	66.47	24.75	13.78	59.24	74.09
DAW-FDD 2025.11		8.71	12.73	68.31	14.76	7.8	66.47	24.75	13.78	59.24	74.09
FFD 2025.11		9.19	12.84	65.01	17.55	22.72	66.12	30.52	38.39	62.63	74.22
F3Net 2025.11		9.24	13.62	63.77	16.8	19.84	61.35	27.9	29.26	62.44	76.7
RECCE 2025.11		13.27	14.69	61.27	28.41	26.26	59.4	31.69	39.04	62.24	73.96
SPSL 2025.11		15.52	22.16	64.51	17.49	20.01	63.63	33.32	30.17	61.31	75.58
Capsule 2025.11		20.74	12.55	68.92	34.69	34.26	60.61	62.46	52.04	61.67	72.47