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Deepfake Attribution on DF40 and FFHQ (unseen generators)

90.16SimSwap Accuracy

GazeCLIP

Updated 21d ago

Evaluation Results

Method	Links
GazeCLIP 2026.03		90.16	5.12	93.44	79.36	98.48	96.48	98.48	94	92.88	58.24	80.66
CLIP 2026.03		78.16	52.4	88	88.72	85.44	68.32	39.6	71.2	74.96	94.24	74.1
Lin et al. 2026.03		73.2	18.96	70.85	75.61	68.32	50.79	48.16	50.67	51.14	35.7	54.28
PVLM 2025.04		72.05	27.35	87.62	72.53	40.84	73.68	49.46	84.89	88.62	79.03	67.61
MFCLIP 2026.03		71.52	14.48	68.32	72.64	61.36	49.2	53.28	39.92	39.28	2	47.2
PVLM 2025.04		69.05	-	83.72	66.98	36.72	68.54	47.02	80.72	81.13	64.02	66.43
CPL 2025.04		68.38	16.64	75.77	75.49	62.06	74.58	37.99	51.53	45.6	80.51	58.86
CPL 2025.04		67.9	-	42.6	56.82	60.04	61.92	38.44	65.4	66.82	63.12	58.12
ViT 2026.03		65.52	48	62	64.24	58.48	53.12	63.92	58.72	56.8	58.32	58.91
MFCLIP 2025.04		63.2	1.76	64.16	63.84	50.48	63.12	25.84	39.28	33.84	28.32	43.38
DNA-Det 2025.04		61.6	15.96	63.84	50.16	77.56	50	34.08	39.32	33.16	79.16	50.48
Xception 2026.03		58.08	24.64	70.64	65.28	76.16	49.04	74.32	84.32	83.52	48.64	64.02
CViT 2025.04		49.04	7.52	39.04	50	37.04	31.52	42.4	45.68	46.56	8.32	35.71
MFCLIP 2025.04		46.72	-	31.12	44.96	57.04	35.76	26.16	30.16	27.12	49.28	38.7
ResNet 2026.03		37.44	38.24	48.8	48	65.36	46.24	59.6	60.56	61.44	46.48	51.22
PVLM 2025.04		36.89	15.8	54.71	39.07	17.95	34.51	30.91	50.77	50.43	45.68	37.67
CPL 2025.04		35.7	8.9	37.03	36.26	28.55	35.69	12.65	24.87	20.21	42.72	28.26
CViT 2026.03		34.24	1.28	36.72	31.44	49.76	13.28	49.84	66.64	65.04	36.56	38.48
MFCLIP 2025.04		33.68	0.88	35.28	34.08	24.96	34.72	11.76	22	18.88	10.48	22.67
ForAdapter 2025.04		32.08	-	22.72	33.12	20.8	11.76	43.84	30.72	31.36	31.04	28.6
ForAdapter 2025.04		30	12.48	33.6	33.68	45.2	5.04	34.48	32.8	35.76	48.16	31.12
CViT 2025.04		28.24	2.56	19.44	29.84	21.2	16.16	17.6	22.24	22.96	3.36	18.36
DNA-Det 2025.04		27.56	7.96	26.28	18.2	39.48	26.32	19.84	16.68	13.2	42.32	23.78
PVLM 2025.04		26.32	-	44.16	26.05	12.41	26.59	23.7	42.94	41.79	37.16	31.24
CViT 2025.04		25.04	-	20.08	27.04	48	47.04	34.08	39.52	37.44	31.92	34.46
CPL 2025.04		22.81	-	14.54	22.67	30.48	30.8	13.74	26.92	22.7	35.28	26.68
CLIP 2025.04		21.92	38.8	27.04	21.2	62.8	15.36	42.24	18.72	23.04	88.64	35.98
MFCLIP 2025.04		21.36	-	13.76	20.4	29.76	14.88	12.72	13.52	10.64	25.92	18.11
FA 2026.03		20.64	13.84	22.56	30.4	36.24	8.24	44.24	31.52	32.88	54	29.46
CLIP 2025.04		17.44	-	28.08	28.56	59.52	10.72	36.32	17.76	23.28	77.76	33.27
CLIP 2025.04		16.8	25.84	19.12	14.88	40.56	12.16	24.64	14.08	15.92	86.8	27.08
DNA-Det 2025.04		16.72	-	10.2	10.16	59.28	58.64	27.2	49.96	44.12	62.36	32.63
ForAdapter 2025.04		13.2	-	11.2	15.12	8.72	5.2	22.8	13.52	13.84	14.88	13.16
OmniDFA 2026.03		12.78	10.26	23.64	10.51	60.32	11.49	52.64	15.37	22.45	55.72	27.52
ForAdapter 2025.04		12.48	5.44	16.88	15.04	21.6	1.76	16.56	15.92	16.24	24.4	14.63
DNA-Net 2026.03		12.24	8.16	9.52	4.72	67.04	43.04	28.4	39.2	29.6	89.52	33.14
CAEL 2025.04		12.24	10.16	21.6	18	65.36	36.64	64.8	8.08	9.6	62.08	30.86
CDAL 2026.03		11.87	8.65	21.09	11.38	50.36	10.67	42.86	13.77	20.69	53.64	24.5
CViT 2025.04		11.76	-	8.08	13.44	26.72	25.76	15.84	21.52	20.24	15.04	17.6
CLIP 2025.04		9.12	-	20.16	18.24	37.6	7.2	19.52	10.48	14.4	64.88	22.4
CAEL 2026.03		9.04	6.8	21.6	8.48	59.92	9.6	51.52	14.32	17.52	58.64	25.74
CAEL 2025.04		6.56	-	9.52	9.6	43.04	1.92	61.44	5.44	6.56	49.12	21.46
DNA-Det 2025.04		6.04	-	4.2	3.04	28.76	29.08	11.52	25.32	21.88	33.2	18.12
CARZero 2025.04		4.9	25.01	3.49	3.09	20.44	7.21	14.03	3.45	5.25	19.02	11.72
CAEL 2025.04		4.88	3.92	8.96	6.96	33.12	18.4	31.92	3.52	4.48	30.4	14.66
CARZero 2025.04		3.82	-	3.73	3.71	17.04	6.92	17.44	3.59	5.37	20.05	9.07
CAEL 2025.04		3.36	-	5.04	5.44	20.48	0.8	36.56	1.92	2.64	23.28	11.06
CARZero 2025.04		3.04	13.47	2.76	2.54	10.43	3.73	6.19	1.36	2.88	9.37	6.2
DE-FAKE 2025.04		2.32	24.24	2.88	2.48	19.84	5.12	13.28	1.92	3.52	17.44	9.3
CARZero 2025.04		2.21	-	2.07	2.43	9.36	3.61	7.91	2.03	3.01	9.36	4.67
DE-FAKE 2026.03		1.63	22.46	1.98	2.05	18.63	4.96	12.49	1.85	2.93	15.44	8.44
DE-FAKE 2025.04		1.36	-	1.52	2.64	15.36	5.52	15.76	2.24	3.04	19.44	7.43
DE-FAKE 2025.04		1.12	11.68	1.36	1.2	8.56	2.4	5.92	0.8	1.6	6.48	4.11
DE-FAKE 2025.04		0.48	-	0.48	0.96	7.12	2	6.96	0.72	1.28	8.24	3.14