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Benchmarks
Multi-modal Representation Learning on MMEB In-Distribution 1.0
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71.6
MMEB IND Precision@1
SDE
23.448
35.949
48.45
60.951
Feb 9, 2026
MMEB IND Precision@1
Updated 4d ago
Evaluation Results
Method
Method
Links
MMEB IND Precision@1
SDE
Evaluation Protocol=Fi...
2026.02
71.6
SDE
Evaluation Protocol=Fi...
2026.02
69.8
UniME
Evaluation Protocol=Fi...
2026.02
68.4
UniME
Evaluation Protocol=Fi...
2026.02
68.2
MegaPairs
Evaluation Protocol=Fi...
2026.02
68
VLM2Vec
Evaluation Protocol=Fi...
2026.02
67.5
SDE
Evaluation Protocol=Fi...
2026.02
66.9
VLM2Vec
Evaluation Protocol=Fi...
2026.02
66.5
SDE
Evaluation Protocol=Fi...
2026.02
66.3
VLM2Vec
Evaluation Protocol=Fi...
2026.02
66
VLM2Vec
Evaluation Protocol=Fi...
2026.02
61
OpenCLIP-FFT
Evaluation Protocol=Fi...
2026.02
50.5
CLIP-FFT
Evaluation Protocol=Fi...
2026.02
47.6
UniIR
Evaluation Protocol=Ze...
2026.02
47.1
UniIR
Evaluation Protocol=Ze...
2026.02
44.7
CLIP
Evaluation Protocol=Ze...
2026.02
37.1
Magiclens
Evaluation Protocol=Ze...
2026.02
31
BLIP2
Evaluation Protocol=Ze...
2026.02
25.3
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