Forgery Detection on UniversalFakeDetect (test) benchmark leaderboard · SOTA2 Research

Forgery Detection on UniversalFakeDetect (test)

100ProGANCNN-Spot

Evaluation Results

Method	Links
CNN-Spot2026.01		100	85.2	70.2	85.7	79	91.7	53.5	66.7	48.7	86.3	86.3	60.1	55	54.1	60.8	63.8	65.7	55.6	69.6
CLIP-ViT*2026.01		100	78.1	75.3	85.7	62.6	100	55.7	69	72.4	49.8	50.3	81.3	84.6	90.2	70.3	79	74.5	89	76.6
UniFD2026.01		100	98.5	94.5	82	99.5	97	66.6	63	57.5	59.5	72	70	73.8	94.4	79.1	79.9	78.1	86.8	81.4
RINE2026.01		100	99.3	99.6	88.9	99.8	99.5	80.6	90.6	68.3	89.2	90.6	76.1	88.2	98.6	88.9	92.6	90.7	95	91.3
C2P-CLIP2026.01		100	97.3	99.1	96.4	99.2	99.6	93.8	95.6	64.4	93.3	93.3	69.1	97.3	99.3	95.3	95.3	96.1	98.6	93.8
FatFormer2026.01		99.9	99.3	99.5	97.2	99.4	99.8	93.2	81.1	68	69.5	69.5	76	94.9	98.7	94.4	94.7	94.2	98.8	90.9
MPFT2026.01		99.9	99.2	97.3	94.9	97.6	99.7	97.6	94.7	90.9	87.7	84.8	82	97.2	99.5	95.5	96.3	96.8	98.4	94.6
LGrad2026.01		99.8	85.4	82.9	94.8	72.5	99.6	58	62.5	50	50.7	50.8	77.5	95.9	94.8	87.4	90.7	89.6	88.4	80.3
NPR2026.01		99.8	95	87.6	96.2	86.6	99.8	76.9	66.9	98.6	50	50	84.6	98	98.2	96.3	97.2	97.4	87.2	87.6
F3Net2026.01		99.4	76.4	65.3	92.6	58.1	100	63.5	54.2	47.3	51.5	51.5	96.2	75.4	68.8	81.7	83.3	83.1	66.3	71.3
FreqNet2026.01		97.9	95.8	90.5	97.5	90.2	93.4	97.4	88.9	59	71.9	67.4	86.7	99.6	65.6	85.7	97.4	88.2	59.1	85.1
Patchfor2026.01		75	69	68.5	79.2	64.2	63.9	75.5	75.1	75.3	72.3	55.3	67.4	76.1	75.8	74.8	73.3	68.5	67.9	71.2