AIGC Image Detection on AIGCDetect-Benchmark

100ProGANCNNS

Evaluation results

Method
CNNS2026.01	100	90.17	71.17	87.62	94.6	81.42	86.91	91.65	60.39	58.07	51.39	50.45	50.57	50.53	56.46	51.03	53.03	69.73	—	—
Fusing2026.01	100	85.2	77.4	87	97	77	83.3	66.8	49	57.2	52.2	52.8	51	51.4	55.1	51.7	55.6	67.63	—	—
Pat.C.2026.01	100	92.77	95.8	70.17	99.97	71.58	89.55	85.8	82.17	83.79	90.12	96.6	95.38	95.3	88.91	91.07	98.43	89.85	—	—
CNNSpot2026.05	100	90.17	71.17	—	94.6	81.42	86.91	91.65	60.39	58.07	51.39	50.45	50.57	50.53	—	51.03	—	70.78	87.62	56.46
Fusing2026.05	100	85.2	77.4	—	97	77	83.3	66.8	49	57.2	52.2	52.8	51	51.4	—	51.7	—	68.38	87	55.1
PatchCraft2026.05	100	92.77	95.8	—	99.97	71.58	89.55	85.8	82.17	83.79	90.12	96.6	95.38	95.3	—	91.07	—	89.31	70.17	88.91
AIGI-Holmes2026.05	100	98.35	94.51	—	100	95.19	98.88	95.71	88.43	91.53	81.56	85.32	91.28	91.38	—	89.46	—	93.16	97.03	90.94
GenShield2026.05	100	97.39	96.37	—	99.1	98.6	97.73	94.11	94.89	98.97	91.15	87.09	92.03	89.95	—	92.63	—	94.93	97.6	91.3
CNNSpot2025.11	100	90.17	71.17	—	94.6	81.42	86.91	91.65	60.39	58.07	51.39	50.45	50.57	50.53	—	51.03	53.03	69.73	87.62	56.46
Fusing2025.11	100	85.2	77.4	—	97	77	83.3	66.8	49	57.2	52.2	52.8	51	51.4	—	51.7	55.6	67.63	87	55.1
PatchCraft2025.11	100	92.77	95.8	—	99.97	71.58	89.55	85.8	82.17	83.79	90.12	96.6	95.38	95.3	—	91.07	98.43	89.85	70.17	88.91
Effort2025.11	100	95.8	99.58	—	99.98	99.84	92.55	94.6	70.68	64.61	50.03	53.05	55.23	55.21	—	56.77	50.13	77.31	99.66	76.55
CNNSpot2025.11	100	99.83	85.99	—	99.04	90.82	99.48	99.85	75.67	72.28	66.24	53.51	61.2	61.56	—	57.34	72.62	79.95	94.94	68.83
Fusing2025.11	100	99.5	90.7	—	99.8	88.3	99.6	93.3	94.1	77.5	70	68.12	65.4	65.7	—	64.6	79.41	83.95	95.5	75.6
LGrad2025.11	100	98.31	92.93	—	100	95.43	97.89	57.99	72.95	80.42	71.86	82.55	62.37	62.85	—	62.48	80.03	81.8	95.01	77.47
DIRE-D2025.11	100	97.56	99.27	—	99.37	99.98	97.9	96.73	86.81	83.81	74	63.04	86.14	85.84	—	91.07	99.1	90.41	99.8	96.53
PatchCraft2025.11	100	98.96	99.42	—	100	81.33	97.74	95.26	93.4	94.04	96.48	99.56	99.06	99.06	—	97.54	99.89	96.07	85.26	96.26
NPR2025.11	100	99.81	87.87	—	99.9	85.57	99.9	65.38	74.61	85.73	85.41	76.72	84.02	84.67	—	80.51	100	87.64	98.55	81.2
AIDE2025.11	100	99.99	94.44	—	99.99	97.69	99.96	99.27	98.77	98.94	88.13	99.41	98.26	98.2	—	98.62	99.31	98.25	99.89	99.27
Effort2025.11	100	99.4	99.97	—	100	100	98.85	99.59	92.64	87.8	53.19	51.65	67.2	66.98	—	75.15	60.45	85.04	100	92.84
GramNet2026.01	99.99	87.05	67.33	86.07	95.05	69.35	87.28	86.8	58.61	54.5	50.02	49.25	51.7	52.16	52.86	50.76	64.53	68.43	—	—
AIDE2026.05	99.99	99.64	83.95	—	99.91	73.25	98	94.2	93.43	95.09	77.2	96.6	93	92.85	—	93.55	—	92.77	98.48	95.16
AIDE2025.11	99.99	99.64	83.95	—	99.91	73.25	98	94.2	93.43	95.09	77.2	96.6	93	92.85	—	93.55	97.05	93.03	98.48	95.16
FreDect2025.11	99.99	88.98	93.62	—	99.49	82.84	82.54	55.85	61.77	52.92	46.09	38.2	37.83	37.76	—	39.58	49.45	66.87	84.78	85.1
OmniAID-Mirage2025.11	99.97	99.71	95.19	—	100	99.35	99.55	96.71	89.21	99.83	99.81	99.94	99.99	99.99	—	99.98	99.97	98.6	99.48	97.55
LNP2026.01	99.95	92.64	88.43	79.07	100	79.17	93.82	50	83.91	83.5	69.55	92.45	89.33	88.81	85.03	86.39	87.75	85.28	—	—
OursFFT2026.01	99.94	88.78	87.58	91.22	99.3	78.83	89.54	87.2	85.58	90.89	88.68	96.35	91.82	91.39	85.21	88.76	97.18	90.49	—	—
LNP2025.11	99.89	98.6	84.32	—	100	78.85	99.59	91.45	94.2	88.86	76.86	96.14	94.31	93.92	—	92.38	87.75	91.29	92.83	87.35
LGard2026.01	99.83	91.08	85.62	86.94	99.27	78.46	85.32	55.7	67.15	66.11	65.35	65.45	63.02	63.67	72.99	59.55	71.3	75.11	—	—
LGrad2026.05	99.83	91.08	85.62	—	99.27	78.46	85.32	55.7	67.15	66.11	65.35	65.45	63.02	63.67	—	59.55	—	75.34	86.94	72.99
LGrad2025.11	99.83	91.08	85.62	—	99.27	78.46	85.32	55.7	67.15	66.11	65.35	65.45	63.02	63.67	—	59.55	71.3	75.11	86.94	72.99
UniFD2026.01	99.81	84.93	95.08	98.33	95.75	—	74.96	86.9	66.87	62.46	56.13	50.75	63.66	63.49	85.31	70.93	50.73	76.8	—	—
UnivFD2026.05	99.81	84.93	95.08	—	95.75	99.47	74.96	86.9	66.87	62.46	56.13	50.75	63.66	63.49	—	70.93	—	78.43	98.33	85.31
UnivFD2025.11	99.81	84.93	95.08	—	95.75	99.47	74.96	86.9	66.87	62.46	56.13	50.75	63.66	63.49	—	70.93	50.73	76.8	98.33	85.31
NPR2026.05	99.79	97.7	84.35	—	99.35	82.5	98.38	65.8	69.69	78.36	77.85	64.9	78.63	78.89	—	76.11	—	82.91	96.1	78.13
NPR2025.11	99.79	97.7	84.35	—	99.35	82.5	98.38	65.8	69.69	78.36	77.85	64.9	78.63	78.89	—	76.11	98.4	83.82	96.1	78.13
LNP2026.05	99.67	91.75	77.75	—	99.92	75.39	94.64	70.85	84.73	80.52	65.55	88.75	85.55	85.67	—	82.06	—	83.84	84.1	74.46
LNP2025.11	99.67	91.75	77.75	—	99.92	75.39	94.64	70.85	84.73	80.52	65.55	88.75	85.55	85.67	—	82.06	87.75	85.28	84.1	74.46
FreDetc2026.01	99.36	78.02	81.97	78.77	94.62	80.57	66.19	50.75	63.42	54.13	45.87	34.7	38.79	39.21	77.8	40.3	51.23	63.28	—	—
FreDect2026.05	99.36	78.02	81.97	—	94.62	80.57	66.19	50.75	63.42	54.13	45.87	34.7	38.79	39.21	—	40.3	—	64.03	78.77	77.8
FreDect2025.11	99.36	78.02	81.97	—	94.62	80.57	66.19	50.75	63.42	54.13	45.87	34.7	38.79	39.21	—	40.3	51.23	63.28	78.77	77.8
UnivFD2025.11	99.08	91.74	75.25	—	99.34	72.15	88.29	60.13	85.84	78.35	61.86	74.48	49.87	49.52	—	55.38	67.59	75.32	80.56	54.57
D-G2026.01	95.19	83.03	70.12	74.19	95.47	67.79	75.31	58.05	75.78	71.75	58.01	66.48	49.74	49.83	53.68	54.46	55.35	67.9	—	—
DIRE-G2026.05	95.19	83.03	70.12	—	95.47	67.79	75.31	58.05	75.78	71.75	58.01	66.48	49.74	49.83	—	54.46	—	68.68	74.19	53.68
DIRE-G2025.11	95.19	83.03	70.12	—	95.47	67.79	75.31	58.05	75.78	71.75	58.01	66.48	49.74	49.83	—	54.46	55.35	67.9	74.19	53.68
OmniAID-Mirage2025.11	80.9	90.77	82.8	—	98.9	83.58	86.81	88.05	89.5	98.34	98.01	98.2	98.69	98.36	—	98.6	98.85	92.88	90.28	98.38
DIRE-G2025.11	58.79	56.68	46.91	—	40.64	47.34	58.03	59.02	99.79	99.54	97.32	99.71	98.61	98.83	—	98.37	53.97	72.38	50.03	98.98
D-D2026.01	52.75	51.31	49.7	49.58	46.72	51.23	51.72	53.3	98.25	92.42	89.45	92.45	91.24	91.63	91.9	90.9	91.28	72.7	—	—
DIRE-D2026.05	52.75	51.31	49.7	—	46.72	51.23	51.72	53.3	98.25	92.42	89.45	92.45	91.24	91.63	—	90.9	—	71.53	49.58	91.9
DIRE-D2025.11	52.75	51.31	49.7	—	46.72	51.23	51.72	53.3	98.25	92.42	89.45	92.45	91.24	91.63	—	90.9	91.28	72.7	49.58	91.9