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Face Forgery Detection on Protocol 2 Forgery Type Incremental: Hybrid, FR, FS, EFS

97.19Hybrid Acc

AIFIND

Updated 1mo ago

Evaluation Results

Method
AIFIND 2026.04	97.19	-	-	-	97.19
LwF 2024.11	97	-	-	-	97
DER 2024.11	97	-	-	-	97
Lower Bound 2024.11	96.87	-	-	-	96.87
SUR-LID 2024.11	96.85	-	-	-	96.85
SUR-LID 2026.04	96.85	-	-	-	96.85
DFIL 2026.04	96.82	-	-	-	96.82
HDP 2024.11	96.71	-	-	-	96.71
HDP 2026.04	96.71	-	-	-	96.71
CoReD 2024.11	96.65	-	-	-	96.65
CoReD 2026.04	96.65	-	-	-	96.65
iCaRL 2024.11	96.53	-	-	-	96.53
DFIL 2024.11	96.46	-	-	-	96.46
DFIL 2026.04	96.46	-	-	-	96.46
Coda-Prompt 2026.04	96.31	-	-	-	96.31
AIFIND 2026.04	96.05	99.48	-	-	97.76
CL-LoRA 2026.04	95.31	-	-	-	95.31
AIFIND 2026.04	94.47	99.09	98.17	-	97.24
SUR-LID 2026.04	94.06	-	-	-	94.06
CoReD 2024.11	93.55	0.7988	-	-	86.71
CoReD 2026.04	93.55	79.88	-	-	86.71
AIFIND 2026.04	92.86	98.97	98.92	99.99	97.69
SUR-LID 2026.04	92.35	99.02	-	-	95.68
SUR-LID 2024.11	90.5	0.9626	0.9794	-	94.9
SUR-LID 2026.04	90.5	96.26	97.94	-	94.9
SUR-LID 2026.04	90.43	98.86	97.56	-	95.62
SUR-LID 2026.04	90.35	98.98	97.73	99.94	96.75
CoReD 2024.11	89.07	0.7929	0.8605	-	84.8
CoReD 2026.04	89.07	79.29	86.05	-	84.8
LwF 2024.11	88.76	0.8845	-	-	88.61
SUR-LID 2024.11	87.9	0.9679	0.9356	0.9907	94.33
SUR-LID 2026.04	87.9	96.79	93.56	99.07	94.33
CoReD 2024.11	84.54	0.6429	0.8417	0.9263	81.41
CoReD 2026.04	84.54	64.29	84.17	92.63	81.41
LwF 2024.11	84.07	0.8099	0.9664	-	87.24
SUR-LID 2024.11	82.91	0.9242	-	-	87.66
SUR-LID 2026.04	82.91	92.42	-	-	87.66
LwF 2024.11	78.73	0.5673	0.9367	0.9282	80.49
iCaRL 2024.11	73.79	0.6624	0.9754	-	79.19
DER 2024.11	68.15	0.1968	0.9794	-	61.93
HDP 2024.11	67.41	0.9545	-	-	81.43
HDP 2026.04	67.41	95.45	-	-	81.43
iCaRL 2024.11	67.36	0.9989	-	-	83.63
DFIL 2026.04	65.98	73.24	99.41	-	79.54
HDP 2024.11	63	0.7135	0.9509	-	76.48
HDP 2026.04	63	71.35	95.09	-	76.48
CL-LoRA 2026.04	62.16	98.46	-	-	80.31
Coda-Prompt 2026.04	61.32	82.31	-	-	71.81
DFIL 2024.11	60.71	0.6649	0.9903	-	75.41
DFIL 2026.04	60.71	66.49	99.03	-	75.41
HDP 2024.11	59.89	0.7006	0.8934	0.9373	78.26
HDP 2026.04	59.89	70.06	89.34	93.73	78.26
DER 2024.11	59.03	0.9973	-	-	79.38
DFIL 2026.04	58.31	99.81	-	-	79.06
CL-LoRA 2026.04	58.31	72.16	97.33	-	75.93
Coda-Prompt 2026.04	58.16	73.46	88.31	-	73.31
Lower Bound 2024.11	57.9	0.1497	0.9956	-	57.48
DFIL 2026.04	57.48	96.27	75.97	99.97	82.42
DER 2024.11	56.79	0.5983	0.6536	1	70.49
DFIL 2024.11	55.74	0.9975	-	-	77.75
DFIL 2026.04	55.74	99.75	-	-	77.75
Lower Bound 2024.11	53.77	0.9993	-	-	76.85
CL-LoRA 2026.04	53.67	59.66	75.91	99.88	72.28
iCaRL 2024.11	52.98	0.5538	0.6474	1	68.28
Coda-Prompt 2026.04	52.45	59.38	62.64	94.61	67.27
DFIL 2024.11	50.83	0.9556	0.7081	0.9996	79.29
DFIL 2026.04	50.83	95.56	70.81	99.96	79.29
Lower Bound 2024.11	50.78	0.6261	0.4804	1	65.36