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Image Forgery Detection on AIGCDetectionBenchmark (test)

100Detection Score (ProGAN)

CNNSpot

Updated 1mo ago

Evaluation Results

Method	Links
CNNSpot 2025.11		100	90.17	71.17	87.62	94.6	81.42	86.91	91.65	60.39	58.07	51.39	50.57	50.53	56.46	51.03	50.45	70.78
Fusing 2025.11		100	85.2	77.4	87	97	77	83.3	66.8	49	57.2	52.2	51	51.4	55.1	51.7	52.8	68.38
PatchCraft 2025.11		100	92.77	95.8	70.17	99.97	71.58	89.55	85.8	82.17	83.79	90.12	95.38	95.3	88.91	91.07	96.6	89.31
AIDE 2025.11		99.99	99.64	83.95	98.48	99.91	73.25	98	94.2	93.43	95.09	77.2	93	92.85	95.16	93.55	96.6	92.77
LGrad 2025.11		99.83	91.08	85.62	86.94	99.27	78.46	85.32	55.7	67.15	66.11	65.35	63.02	63.67	72.99	59.55	65.45	75.34
UniverFD 2025.11		99.81	84.93	95.08	98.33	95.75	99.47	74.96	86.9	66.87	62.46	56.13	63.66	63.49	85.31	70.93	50.75	78.43
NPR 2025.11		99.79	97.7	84.35	96.1	99.35	82.5	98.38	65.8	69.69	78.36	77.85	78.63	78.89	78.13	76.11	64.9	82.91
LNP 2025.11		99.67	91.75	77.75	84.1	99.92	75.39	94.64	70.85	84.73	80.52	65.55	85.55	85.67	74.46	82.06	88.75	83.84
FGTS (Linear probe) 2025.11		99.59	89.18	99.18	89.53	94.52	99.8	90.92	98.2	85.76	93.04	77.32	93.52	92.66	98.72	95.6	77	92.45
FreDect 2025.11		99.36	78.02	81.97	78.77	94.62	80.57	66.19	50.75	63.42	54.13	45.87	38.79	39.21	77.8	40.3	34.7	64.03
FGTS (Training free) 2025.11		99.25	77.88	75.73	69.84	50.1	99.79	75.71	77.2	59.9	75.1	50.6	74.9	72.9	94.4	80	60.5	78.99
DIRE-G 2025.11		95.19	83.03	70.12	74.19	95.47	67.79	75.31	58.05	75.78	71.75	58.01	49.74	49.83	53.68	54.46	66.48	68.68
DIRE-D 2025.11		52.75	51.31	49.7	49.58	46.72	51.23	51.72	53.3	98.25	92.42	89.45	91.24	91.63	91.9	90.9	92.45	71.53