AI-generated Image Detection on ImageNet

92.74ADM AUROCF-ConV

Evaluation Results

Method
F-ConV2026.05	92.74	—	—	—	—	—	—	—	—	—	—	91.65	88.51	87.67	88.87	88.47	85.94	84.88	98.94	98.98	98.14	98.72	98.52	98.38	96.79	96.33	95.52	95.38	93.77	93.38
MDMF2026.05	92.56	—	—	—	—	—	—	—	—	—	—	93.57	88.86	90.16	94.63	97.35	88.89	94.48	99.93	99.94	98.99	99.52	98.76	99.41	98.84	99.46	99.4	99.72	95.65	97.07
FatFormer2026.05	91.77	—	—	—	—	—	—	—	—	—	—	90.36	83.58	83.17	92.58	92.06	86.93	85.14	98.76	98.47	97.65	98.02	97.64	97.57	96.55	95.96	97.65	97.27	93.68	93.11
AIDE2026.05	90.32	—	—	—	—	—	—	—	—	—	—	90.96	86.96	88.08	90.44	94.95	78.77	87.97	99.62	99.65	96.46	98.26	97.62	98.85	98.19	99.1	99.5	99.75	93.1	95.29
DRCT2026.05	90.26	—	—	—	—	—	—	—	—	—	—	90.07	85.74	83.85	90.24	89.88	88.27	89.06	95.87	94.99	86.89	86.12	89.11	88.39	92.38	92.41	94.44	94.47	90.36	89.92
Effort2026.05	88.28	—	—	—	—	—	—	—	—	—	—	89.96	83.74	85.89	94.15	97.3	84.14	92.47	99.96	99.96	94.46	97.56	94.24	97.52	95.52	97.93	99.84	99.93	92.7	95.39
NPR2026.05	85.68	—	—	—	—	—	—	—	—	—	—	80.86	84.34	79.79	91.98	86.96	86.15	81.26	89.73	84.46	82.21	78.2	84.13	78.73	80.21	73.21	89.61	84.15	86	80.84
Ojha2026.05	83.37	—	—	—	—	—	—	—	—	—	—	82.95	79.6	78.15	80.35	79.71	82.93	81.72	93.07	92.77	87.45	84.88	85.36	83.15	85.19	84.22	90.82	90.71	85.35	84.25
PatchCraft2026.05	81.83	—	—	—	—	—	—	—	—	—	—	79.65	70.88	69.36	68.47	65.19	75.38	73.29	99.85	99.26	98.55	97.91	96.33	96.25	91.28	91.47	92.56	92.17	86.13	84.95
C2P-CLIP2026.05	72.12	—	—	—	—	—	—	—	—	—	—	77.88	69.07	75.1	90.06	95.72	48.68	74.04	99.84	99.88	85.82	94.19	94.39	97.69	82.27	91.6	98.97	99.6	82.36	89.52
LOTA2026.05	66.84	—	—	—	—	—	—	—	—	—	—	65.73	67.18	66.61	80.68	88.33	74.85	84.49	77.95	78.06	78.96	87.92	73.55	83.99	67.41	76.16	82.34	90.19	74.42	80.16
SAFE2026.05	65.51	—	—	—	—	—	—	—	—	—	—	59.52	64.78	59.12	91.41	94.36	87.42	92.64	93.07	92.11	90.8	94.57	90.11	93.85	88.84	92.28	94.41	96.53	85.15	86.11
CNNspot2026.05	62.25	—	—	—	—	—	—	—	—	—	—	63.13	63.28	62.27	63.16	64.81	62.85	61.16	85.71	84.93	74.85	71.45	68.41	68.67	61.83	62.91	60.98	61.69	67.04	66.78
DIRE2026.05	51.82	—	—	—	—	—	—	—	—	—	—	50.29	53.14	52.96	52.83	51.84	54.67	55.1	51.62	50.83	50.7	50.27	50.95	51.36	55.95	54.83	52.58	52.1	52.7	52.18
AIDE2026.05	—	82.63	79.33	83.07	74.53	97.38	90.72	92.67	93.78	97.06	87.91	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
C2P-CLIP2026.05	—	68.92	66.84	82.87	66.67	99.16	80.24	88.72	73.46	98.02	80.54	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Effort2026.05	—	80.35	75.71	86.48	76.14	99.25	87.64	87.39	88.75	98.82	86.72	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
LOTA2026.05	—	61.8	61.77	76.87	72.87	68.77	76.32	75.42	72.74	77.12	71.52	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
MDMF2026.05	—	85.81	81.53	88.16	81.81	99.08	95.75	95.23	95.41	96.82	91.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
SAFE2026.05	—	63.28	62.67	85.75	80.96	85.96	84.39	84.13	83.71	88.88	79.97	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—