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Fake Image Detection on GAN-trained Generalization Evaluation Suite (test)

100ProGAN Score

FreDect

Updated 3d ago

Evaluation Results

Method
FreDect 2026.04	100	100	72.54	83.96	76.05	75.6	50.84	70.89	51.06	40.72	39.66	46.82	50.22	47.26	49.93	63.7
CNNSpot 2026.04	100	100	79.25	91.99	71.57	80.56	53.15	60.81	53.83	53.8	62.19	48.03	51.41	55.25	54.56	67.76
DIRE 2026.04	100	85.03	76.65	100	72.12	67.79	49.74	53.68	49.83	71.75	75.78	58.01	54.46	-	-	-
Effort 2026.04	100	100	95.5	89	87.5	89.5	93.5	93.5	92.5	88.5	72.5	66.5	91	74.5	73	87.13
MAFL 2026.04	100	100	97.92	94.37	93.65	93.98	91.39	94.79	90.86	87.72	86.39	68.38	92.39	80.59	78.06	90.03
FreDect 2026.04	100	100	64.29	99.18	77.16	74.17	51.14	72.08	51.5	40.7	41.58	46.24	50.36	45.75	52.53	64.45
CNNSpot 2026.04	100	100	88.81	98.13	77.57	86.39	55.06	65.02	55.52	56.4	68.37	46.82	51.82	59.33	65.65	71.66
Fusing 2026.04	100	99.99	90.77	99.99	74.14	55.93	76.5	78.63	76.49	58.5	78.67	62.49	72.51	67.33	88.23	78.68
Univfd 2026.04	100	99.97	99.88	99.8	99.23	99.98	53.64	97.87	53.98	78.94	89.42	44.53	64	61.41	84.38	81.8
NPR 2026.04	100	100	97	100	94.1	73.5	84.3	85.5	84.5	95.1	92	78.9	83.4	60.1	86.4	87.65
Effort 2026.04	100	100	99.97	99.72	96.46	99.58	94.95	98.73	97.54	96.62	90.25	78.62	98.26	83.63	88.87	94.88
VIB-Net 2026.04	100	100	99.45	97.45	97.11	99.65	85.94	97.26	82.68	78.84	88.96	65.97	91.34	85.93	83.77	90.29
MAFL 2026.04	100	100	99.52	99.88	99.67	99.94	96.92	98.83	96.72	95.51	94.78	81.88	97.86	92.88	88.86	96.22
Fusing 2026.04	99.99	99.98	79.15	99.94	71.45	55.23	68.42	69.03	68.48	58.4	70.54	59.68	66.22	63.47	69.02	73.27
Lgrad 2026.04	99.97	100	58.21	99.93	59.15	72.1	51.21	55.28	51.78	66.38	62.43	56.2	48.52	41.38	85.51	67.2
CLIPping 2026.04	99.86	99.86	93.34	94.72	90.33	90.33	85.59	87.13	85.57	78.53	79.98	61.59	87	72.83	72.83	85.3
CLIPping 2026.04	99.84	99.94	88.27	91.24	83.97	78.26	78.74	80.28	78.83	72.35	73.84	57.82	80.33	68.64	71.46	80.25
NPR 2026.04	99.7	99.8	88.6	100	83	73	74	77	74	78	81	71	72	63	53	79.14
Univfd 2026.04	99.59	99.94	96.27	84.09	93.32	95.31	51.45	91.34	51.52	69.22	80.35	48.71	57	35.47	72.87	76.39
VIB-Net 2026.04	99.5	99.5	93	90.5	93	96.5	71.5	90	75	68	74	58.5	81	69.5	73.5	82.2
Lgrad 2026.04	99.45	99.86	58.36	86.27	63.05	59.63	54.56	55.47	54.92	55.58	58.53	54.23	51.68	40.63	55.37	63.17