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Synthetic Image Detection on DRCT-2M

100LDM

ForgeLens

Updated 1mo ago

Evaluation Results

Method
ForgeLens 2026.03	100	100	100	99.87	99.57	99.71	99.99	99.95	98.01	98.88	99.98	99.1	99.75	-	-	-	99.76
DRCT 2026.03	99.99	99.86	99.86	99.98	99.98	99.05	100	98.12	99.98	98.25	99.67	100	99.62	-	-	-	99.57
LTD 2026.03	99.99	100	100	99.94	99.98	99.99	100	100	100	100	99.99	99.95	99.98	-	-	-	99.99
F3Net 2026.01	99.9	99.8	99.8	88.7	55.9	87.4	68.3	63.7	97.7	55	98	72.4	82	65.4	50.4	50.3	77.1
DRCT/Conv-B 2026.01	99.9	99.9	99.9	96.3	83.9	85.6	91.9	70	99.7	78.8	99.9	95	81.2	99.9	95.4	75.4	90.8
DEUA 2026.01	99.9	99.9	99.9	99.9	99.9	99.4	99.4	99.3	99.1	99.4	99.9	99.4	99.4	99.9	94.2	90.1	98.7
UnivFD 2026.03	99.89	99.72	99.72	99.62	99.28	99.55	98.96	98.8	99.67	99.26	99.24	98.25	97.53	-	-	-	99.19
LTD 2026.03	99.8	99.84	99.84	98.56	99.65	99.69	99.84	99.84	99.84	99.8	99.56	98.4	99.34	-	-	-	99.54
DRCT/Conv-B 2026.01	99.7	98.6	98.5	99.9	96.1	98.7	99.6	83.3	98.5	93.8	96.7	99.9	97.7	93.9	99.9	90.4	96.6
NPR 2026.03	99.6	99.98	99.98	97.17	70.99	76.71	100	100	100	84.86	99.05	97.81	99.29	-	-	-	94.26
DRCT 2026.03	99.58	98.64	98.48	99.85	96.4	97.88	99.42	83.52	98.45	93.64	96.17	99.67	97.48	-	-	-	96.86
D3 2026.03	99.55	99.98	99.98	97.38	99.01	99.45	82.35	99.22	99.94	99.37	99.86	99.62	99.38	-	-	-	98.08
GramNet 2026.01	99.4	99	98.8	95.3	62.6	80.7	71.2	69.3	93.1	57	90	75.6	82.7	51.2	50	50.1	76.6
LaRE2 2026.01	99.4	100	100	96.3	97.2	97.6	98.6	86.4	96.1	94.2	96.4	99.2	96.2	49.5	50.6	50	88
DEUA 2026.01	99.4	99.7	99.8	100	100	99.5	99.5	99.5	99.3	99.2	99.4	99.9	99.9	99.2	95.3	90.1	98.8
DEUA 2026.01	99.2	99.2	99.2	99.2	99.2	99.1	99.2	99.1	99.2	99.2	99.2	99.2	99.2	54.7	53.1	51.1	90.5
DEUA 2026.01	99.2	99.1	99.2	99.4	99.4	99.2	99.3	99.2	99.1	99.2	99.2	99.4	99.4	54.1	51.2	52.2	90.5
ForgeLens 2026.03	98.56	100	98.46	98.09	97.84	99	98.1	97.58	98.01	97.97	97.2	97.48	98.56	-	-	-	98.22
UnivFD 2026.01	98.3	96.2	96.3	93.8	91	93.9	86.4	85.9	90.4	89	90.4	81.1	89.1	52	51	50.5	83.5
DIRE 2026.01	98.2	99.9	100	68.2	53.8	71.9	58.9	54.4	99.8	59.7	99.7	64.2	59.1	52	50	50	71.2
UnivFD 2026.03	97.93	95.4	93.73	93.73	89.25	91.47	86.2	84.73	94.64	89.87	88.71	80.86	74.89	-	-	-	89.34
AIDE 2026.03	96.78	87.4	87.79	92.76	68.47	90.81	80.38	74.04	71.61	77	72.17	72.54	91.21	-	-	-	81.77
DRCT/UniFD 2026.01	96.7	96.3	96.3	94.9	96.2	93.5	93.4	92.9	91.2	95	95.6	92.7	92	94.1	69.6	57.4	90.5
DRCT/UniFD 2026.01	94.5	94.4	94.2	95.1	95.6	95.4	94.8	94.5	91.7	95.5	93.9	93.5	93.5	84.3	83.2	67.6	91.4
VIB 2026.03	93.21	98.39	98.38	98.11	97.1	98.1	96.93	95.77	97.02	95.61	97.69	97	93.9	-	-	-	96.71
CNNSpot 2026.03	91.53	100	100	99.68	92.87	92.34	99.47	98.94	99.97	87.39	92.37	97.12	86.63	-	-	-	95.25
DIRE 2026.03	90.43	99.96	99.96	93.13	92.63	95.16	99.45	99.28	99.89	96.68	99.33	99.21	98.97	-	-	-	97.24
AIDE 2026.03	80.2	62.05	62.99	71.07	50.21	58.45	53.72	52.1	52.37	50.02	53.95	52.49	61.19	-	-	-	58.52
D3 2026.03	79.73	98.91	98.91	97.38	82.39	81.24	82.35	82.35	97.4	85.75	93.7	87.12	82.08	-	-	-	88.41
CNNSpot 2026.03	74.26	99.87	99.88	87.44	54.04	54.48	84	80.04	98.59	64.1	79.46	63.11	68.21	-	-	-	77.5
VIB 2026.03	65.06	85.09	85.32	82.56	73.78	80.6	75.67	70.23	78.7	68.54	81.8	76.88	65.7	-	-	-	76.15
DIRE 2026.03	57.43	98.95	98.85	65.87	59.63	63.95	89.48	88	97.42	70.35	90.28	85.67	82.67	-	-	-	80.66
LGrad 2026.03	52.63	60.23	59.36	57.18	44.3	51.36	50.3	46.5	49.86	39.04	49.61	51.94	54.58	-	-	-	51.3
LGrad 2026.03	52.07	51.46	51.49	50.38	50.16	50.27	50.07	50.91	50.24	49.99	50.1	50.47	51.77	-	-	-	50.72
NPR 2026.03	50.31	99.7	99.65	54.51	50.01	50.17	99.3	99.61	99.92	50.17	61.47	53.99	64.76	-	-	-	71.81