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Benchmarks
Multimodal Multi-Label Media Manipulation Classification on DGM4
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85.07
OF1
MaLSF♢
65.2372
70.3861
75.535
80.6839
Mar 27, 2026
OF1
CF1
mAP
Updated 20d ago
Evaluation Results
Method
Method
Links
OF1
CF1
mAP
MaLSF♢
Parser=Open Vocabulary...
2026.03
85.07
83.93
90.46
MaLSF⋆
Parser=Caption-Anchore...
2026.03
84.92
83.84
90.76
EMSF
2026.03
84.38
83.6
91.42
ASAP
2026.03
82.89
81.72
88.53
UFAFormer
2026.03
81.48
80.31
87.85
HAMMER++
2026.03
80.71
79.73
86.41
HAMMER
2026.03
80.37
79.37
86.22
VIKI
2026.03
80.1
81.07
86.58
ViLT
2026.03
72.37
66.14
66
CLIP
2026.03
66
59.52
62.31
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