AI-Generated Image Detection on DRCT-2M v1.4 (test)

99.97LDM Detection RateConv-B

Evaluation results

Method
Conv-B2025.04	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	—
CNNSpot2025.04	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	—
F3Net2025.04	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	—
Ours/CLIP2025.04	99.7	99.7	99.69	99.67	99.71	99.4	99.48	99.4	99.62	99.7	99.68	99.64	99.51	99.61	99.67	97.8	99.5	—
Ours/DINOv22025.04	99.55	99.55	99.55	99.54	99.55	94.7	99.53	99.23	99.31	99.55	99.54	99.55	99.39	99.48	99.55	97.42	99.06	—
GramNet2025.04	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/RN502025.04	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	—
UnivFD2025.04	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	—
DRCT2025.04	94.45	94.35	94.24	95.05	95.61	95.38	94.81	94.48	91.66	95.54	93.86	93.48	93.54	84.34	83.2	67.61	91.35	—
De-fake2025.04	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	—
OmniAID-Mirage2025.11	16.54	0.88	0.92	4.58	13.74	3.12	33.1	54.58	2.06	0.56	9.4	52.76	29.38	0.02	0.14	—	13.95	1.48
De-fake2025.11	15.46	0.6	0.64	20.36	71.62	61.18	15.66	11.8	1.4	57.88	81.7	74.98	66.34	99.42	99.34	—	48.63	99.66
DIRE2025.11	3.56	0.06	0.02	63.62	92.26	56.08	82.2	91.24	0.38	80.48	0.64	71.54	81.68	95.96	99.86	—	57.47	100
UnivFD2025.11	2.54	6.7	6.48	11.48	17.12	11.32	26.38	27.3	18.26	21.16	18.32	37.02	21.02	95.24	97.08	—	32.23	98.22
GramNet2025.11	0.5	1.28	1.62	8.7	74.04	37.94	56.92	60.66	13.2	85.26	19.36	48.2	33.94	96.84	99.28	—	46.06	99.14
CNNSpot2025.11	0.16	0.08	0.1	4.8	67.4	26.8	27.6	55.06	3.38	76.46	3.98	28.12	34.22	78.04	97.08	—	37.66	99.34
F3Net2025.11	0.12	0.26	0.24	22.5	88.12	25.08	63.24	72.5	5.04	89.86	3.86	55.04	35.84	68.98	99.04	—	45.56	99.28
Conv-B2025.11	0.06	0	0.06	8.32	71.12	36	38.36	78.5	1.46	75.34	0.4	33.2	53.44	76.7	96.42	—	41.79	99.18
CLIP/RN502025.11	0	0	0.06	10.76	75.82	17.12	32.84	71.18	2.04	85.12	0.5	38.6	35.92	68.32	98.64	—	39.75	99.04
DRCT2025.11	0	0.02	0.02	7.18	32.08	28.56	16.06	59.74	0.5	42.3	0.02	0.98	37.4	0.02	9.02	—	17.68	49.04