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Synthetic Image Detection on ForenSynths (test)

97.2Mean Accuracy

DNA

Updated 4d ago

Evaluation Results

Method
DNA 2026.01	97.2	99.9	100	96.2	99.9	97.9	99.9	95.2	99.2	99.9	99.9	99.7	100	99.6	99.9	89.2	97.2	99.5
GAPL 2025.12	97.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.5
SAFE 2025.12	96.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.6
D3 2025.12	93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	97.9
NPR 2026.01	92.5	99.8	100	96.3	99.8	97.3	100	87.5	94.5	95	99.5	99.7	100	86.6	88.8	77.4	86.2	96.1
NPR 2025.12	92.5	99.8	100	96.3	99.8	97.3	100	87.5	94.5	95	99.5	99.7	100	86.6	88.8	77.4	86.2	96.1
CommForen 2025.12	92.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.2
MoLD 2026.01	91.4	99.9	100	91.1	99.8	86	99.8	98.4	100	98.1	99.9	99.1	100	99.7	100	58.7	96.5	99.5
MoLD 2025.12	91.4	99.9	100	91.1	99.8	86	99.8	98.4	100	98.1	99.9	99.1	100	99.7	100	58.7	96.5	99.5
NPR 2025.12	90.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	91.8
UniFD 2025.12	89.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	96.7
UnivFD 2026.01	89.1	99.7	100	89	98.7	83.9	98.4	90.5	99.1	87.9	99.8	91.4	100	89.9	100	80.2	90.2	98.3
UnivFD 2025.12	89.1	99.7	100	89	98.7	83.9	98.4	90.5	99.1	87.9	99.8	91.4	100	89.9	100	80.2	90.2	98.3
AIDE 2025.12	88.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	96
LGrad 2026.01	86.1	99.9	100	94.8	99.9	96	99.9	82.9	90.7	85.3	94	99.6	100	72.4	79.3	58	67.9	91.5
LGrad 2025.12	86.1	99.9	100	94.8	99.9	96	99.9	82.9	90.7	85.3	94	99.6	100	72.4	79.3	58	67.9	91.5
AIDE 2025.12	85.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.8
DRCT 2026.01	82.5	98.4	99.9	82.8	95	74.5	95.4	87.9	96.7	92.2	98	83.2	95.8	98.5	99.9	42.4	78.6	94.9
DRCT 2025.12	82.5	98.4	99.9	82.8	95	74.5	95.4	87.9	96.7	92.2	98	83.2	95.8	98.5	99.9	42.4	78.6	94.9
B-Free 2025.12	81.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	94.2
PatchFor 2026.01	80.7	97.8	100	82.6	93.1	83.6	98.5	64.7	69.5	74.5	87.2	100	100	57.2	55.4	85	93.2	87.1
PatchFor 2025.12	80.7	97.8	100	82.6	93.1	83.6	98.5	64.7	69.5	74.5	87.2	100	100	57.2	55.4	85	93.2	87.1
CNNDet 2025.12	75.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	91.8
DIRE 2026.01	74.6	98.3	99.9	72.5	94.3	66.3	97.7	59.1	79.2	66.2	78.2	92.8	100	54.9	72.2	87	97.1	89.8
DRCT 2026.01	74.6	98.6	99.9	76.2	96.2	60.8	96.2	86	75.7	96.9	98	61.4	94.1	82.6	99.5	33.9	75.3	91.9
DIRE 2025.12	74.6	98.3	99.9	72.5	94.3	66.3	97.7	59.1	79.2	66.2	78.2	92.8	100	54.9	72.2	87	97.1	89.8
DRCT 2025.12	74.6	98.6	99.9	76.2	96.2	60.8	96.2	86	75.7	96.9	98	61.4	94.1	82.6	99.5	33.9	75.3	91.9
CNNDetection 2026.01	67.1	91.4	99.4	63.8	91.4	76.4	97.5	52.9	73.3	72.7	88.6	63.8	90.8	63.9	92.2	51.7	62.3	86.9
CNNDetection 2025.12	67.1	91.4	99.4	63.8	91.4	76.4	97.5	52.9	73.3	72.7	88.6	63.8	90.8	63.9	92.2	51.7	62.3	86.9
Co-SPY 2025.12	65.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	75.9
DRCT 2025.12	50	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	49.7