Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Multi-modal Representation Learning on MMEB OOD 1.0
Loading...
59.1
OOD Precision@1
MegaPairs
22.284
31.842
41.4
50.958
Feb 9, 2026
OOD Precision@1
Updated 4d ago
Evaluation Results
Method
Method
Links
OOD Precision@1
MegaPairs
Evaluation Protocol=Fi...
2026.02
59.1
SDE
Evaluation Protocol=Fi...
2026.02
58.1
UniME
Evaluation Protocol=Fi...
2026.02
57.9
VLM2Vec
Evaluation Protocol=Fi...
2026.02
57.1
UniME
Evaluation Protocol=Fi...
2026.02
52.7
SDE
Evaluation Protocol=Fi...
2026.02
52.7
VLM2Vec
Evaluation Protocol=Fi...
2026.02
52.6
VLM2Vec
Evaluation Protocol=Fi...
2026.02
52
SDE
Evaluation Protocol=Fi...
2026.02
51.6
SDE
Evaluation Protocol=Fi...
2026.02
49.8
VLM2Vec
Evaluation Protocol=Fi...
2026.02
47.5
OpenCLIP-FFT
Evaluation Protocol=Fi...
2026.02
43.1
CLIP-FFT
Evaluation Protocol=Fi...
2026.02
42.8
UniIR
Evaluation Protocol=Ze...
2026.02
41.7
UniIR
Evaluation Protocol=Ze...
2026.02
40.4
CLIP
Evaluation Protocol=Ze...
2026.02
38.7
BLIP2
Evaluation Protocol=Ze...
2026.02
25.1
Magiclens
Evaluation Protocol=Ze...
2026.02
23.7
Feedback
Search any
task
Search any
task