Synthetic Image Detection on DRCT-2M

99.99Average ScoreLTD

Evaluation Results

Method
LTD2026.03	99.99	99.99	100	100	99.94	99.98	99.99	100	100	100	100	99.99	99.95	99.98	—	—	—	—
STAL2026.05	99.8	99.9	99.7	99.6	99.8	99.8	99.7	99.9	99.9	99.9	99.9	99.9	99.9	99.9	—	—	—	—
ForgeLens2026.03	99.76	100	100	100	99.87	99.57	99.71	99.99	99.95	98.01	98.88	99.98	99.1	99.75	—	—	—	—
DDA*2026.05	99.7	99.8	99.5	99.5	99.7	99.7	99.7	99.8	99.8	99.8	99.8	99.8	99.8	99.8	—	—	—	—
DRCT2026.03	99.57	99.99	99.86	99.86	99.98	99.98	99.05	100	98.12	99.98	98.25	99.67	100	99.62	—	—	—	—
LTD2026.03	99.54	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	—	—	—	—
UnivFD2026.03	99.19	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	—	—	—	—
DEUA2026.01	98.8	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	—
DEUA2026.01	98.7	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	—
ForgeLens2026.03	98.22	98.56	100	98.46	98.09	97.84	99	98.1	97.58	98.01	97.97	97.2	97.48	98.56	—	—	—	—
D32026.03	98.08	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	—	—	—	—
DDA2026.05	98	99.2	98.9	99	98.3	98	96.8	97.9	94.8	95.9	98.2	98.7	99	99.4	—	—	—	—
DIRE2026.03	97.24	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	—	—	—	—
STAL2026.05	97	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	99.8
DRCT2026.03	96.86	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	—	—	—	—
VIB2026.03	96.71	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	—	—	—	—
DRCT/Conv-B2026.01	96.6	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	—
CNNSpot2026.03	95.25	91.53	100	100	99.68	92.87	92.34	99.47	98.94	99.97	87.39	92.37	97.12	86.63	—	—	—	—
AlignedForensics2026.05	95.1	99.9	99.9	99.9	99.6	90.2	81.3	99.7	89.4	99.7	90	99.9	99.2	87.6	—	—	—	—
DRCT2026.05	94.4	96.7	96.3	96.3	94.9	96.2	93.5	93.4	92.9	91.2	95	95.6	92.7	92	—	—	—	—
NPR2026.03	94.26	99.6	99.98	99.98	97.17	70.99	76.71	100	100	100	84.86	99.05	97.81	99.29	—	—	—	—
DDA*2026.05	94.2	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	99.7
DRCT/UniFD2026.01	91.4	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	—
DRCT/Conv-B2026.01	90.8	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	—
DEUA2026.01	90.5	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	—
DEUA2026.01	90.5	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	—
DRCT/UniFD2026.01	90.5	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	—
DDA2026.05	90	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	98
UnivFD2026.03	89.34	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	—	—	—	—
D32026.03	88.41	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	—	—	—	—
LaRE22026.01	88	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	—
UnivFD2026.01	83.5	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	—
AIDE2026.03	81.77	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	—	—	—	—
DIRE2026.03	80.66	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	—	—	—	—
CNNSpot2026.03	77.5	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	—	—	—	—
F3Net2026.01	77.1	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	—
GramNet2026.01	76.6	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	—
VIB2026.03	76.15	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	—	—	—	—
AlignedForensics2026.05	74.4	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	95.1
DRCT2026.05	73.3	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	94.4
NPR2026.03	71.81	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	—	—	—	—
DIRE2026.01	71.2	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	—
C2P-CLIP2026.05	64.7	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	58.9
UnivFD2026.05	62.6	85.4	56.8	56.4	58.2	63.2	55	56.5	53	54.5	65.9	68	65.4	75.9	—	—	—	—
FatFormer2026.05	61.3	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	50.1
AIDE2026.05	61.2	64.4	74.9	75.1	58.5	53.5	66.3	52.8	52.8	70	54.3	65.9	53.6	53.9	—	—	—	—
C2P-CLIP2026.05	58.9	83	51.7	51.7	52.9	51.9	64.6	51.7	50.6	52	66.1	56.9	54.7	77.8	—	—	—	—
AIDE2026.03	58.52	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	—	—	—	—
UnivFD2026.05	57.6	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	62.6
AIDE2026.05	54.3	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	61.2
LGrad2026.03	51.3	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	—	—	—	—
LGrad2026.03	50.72	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	—	—	—	—
SAFE2026.05	50.4	50.3	50.1	50	50	49.9	50.1	50	50	50.1	50	49.9	50	54.7	—	—	—	—
FatFormer2026.05	50.1	55.9	48.2	48.2	48.2	48.2	48.3	48.2	48.2	48.3	50.6	49.7	49.9	59.8	—	—	—	—
SAFE2026.05	46	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	50.4
NPR2026.05	45.4	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	30.4
NPR2026.05	30.4	33	29.1	29	35.1	33.2	28.4	27.9	27.9	29.4	30.2	28.4	28.3	34.7	—	—	—	—
AIDE2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	64.6
Aligned2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	95.5
C2P-CLIP2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	59.2
DDA2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	98.1
DDA2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	98.9
DRCT2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	90.5
FatFormer2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	52.2
NPR2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	37.3
SAFE2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	59.3
Separate Expert Fusion (SEF)2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	99
UnivFD2026.05	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	61.8