AI-Generated Image Detection on DRCT-2M

99.99LDM Detection RateCLIP/RN50

Evaluation results

Method
CLIP/RN502025.11	99.99	99.99	99.96	94.3	38.94	90.63	80.34	47.74	98.96	25.9	99.97	76.07	78.1	48.11	2.68	1.9	67.72
Conv-B2025.11	99.97	100	99.97	95.66	44.82	78.05	76.27	35.39	99.26	39.56	99.8	80.1	63.54	37.79	6.91	1.63	66.17
Conv-B2025.11	99.97	100	99.97	95.84	64.44	82	80.82	60.75	99.27	62.33	99.8	83.4	73.28	61.65	51.79	50.41	79.11
DRCT2025.11	99.91	99.9	99.9	96.19	80.81	83.25	91.18	57.33	99.66	73.09	99.9	94.76	76.91	99.9	95.19	67.43	88.46
DRCT2025.11	99.91	99.9	99.9	96.32	83.87	85.63	91.88	70.04	99.66	78.76	99.9	95.01	81.21	99.9	95.4	75.39	90.79
CNNSpot2025.11	99.87	99.91	99.9	97.49	49.13	84.48	83.94	61.97	98.23	38.08	97.92	83.59	79.31	35.98	5.67	1.31	69.8
CNNSpot2025.11	99.87	99.91	99.9	97.55	66.25	86.55	86.15	72.42	98.26	61.72	97.96	85.89	82.84	60.93	51.41	50.28	81.12
F3Net2025.11	99.85	99.78	99.79	84.24	21.2	85.57	53.69	43.08	97.32	18.38	97.94	61.95	78.08	47.29	1.9	1.43	61.97
F3Net2025.11	99.85	99.78	99.79	88.66	55.85	87.37	68.29	63.66	97.39	54.98	97.98	72.39	81.99	65.42	50.39	50.27	77.13
GramNet2025.11	99.4	99.01	98.83	95.1	40.99	76.26	59.92	56.18	92.59	25.54	88.94	67.93	79.23	6.09	1.42	1.69	61.82
GramNet2025.11	99.4	99.01	98.84	95.3	62.63	80.68	71.19	69.32	93.05	57.02	89.97	75.55	82.68	51.23	50.01	50.08	76.62
CLIP/RN502025.11	99	99.99	99.96	94.61	62.08	91.43	83.57	64.4	98.97	57.43	99.74	80.69	82.03	65.83	50.67	50.47	80.05
UnivFD2025.11	98.3	96.22	96.33	93.83	91.01	93.91	86.38	85.92	90.44	88.99	90.41	81.06	89.06	51.96	51.03	50.46	83.46
UnivFD2025.11	98.29	96.11	96.22	93.48	90.21	93.57	84.39	83.78	89.53	87.75	89.49	76.88	87.83	9.01	5.63	3.47	74.1
DIRE2025.11	98.19	99.94	99.96	68.16	53.84	71.93	58.87	54.35	99.78	59.73	99.65	64.2	59.13	51.99	50.04	49.97	71.23
DIRE2025.11	98.16	99.94	99.96	53.33	14.36	61.01	30.21	16.1	99.78	32.65	99.65	44.29	30.95	7.76	0.28	0	49.28
De-fake2025.11	92.1	99.53	99.51	89.65	64.02	69.24	92	93.93	99.13	70.89	58.98	62.34	66.66	50.12	50.16	50	75.52
De-fake2025.11	91.45	99.53	99.51	88.5	44.1	55.79	91.34	93.56	99.13	59.13	30.85	39.92	50.24	1.15	1.31	0.68	59.14
OmniAID-Mirage2025.11	90.62	98.45	98.43	96.6	92.02	97.33	82.34	71.6	97.86	98.61	94.19	72.51	84.2	98.88	98.82	98.15	91.91
OmniAID-Mirage2025.11	89.9	98.46	98.44	96.56	91.53	97.32	79.12	61.53	97.86	98.62	93.97	63.21	81.72	98.89	98.83	98.16	90.26