Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Universal Multimodal Retrieval on MMEB Full v2 (test)
Loading...
77.8
Overall Average Score
Qwen3-VL-Embedding
43.064
52.082
61.1
70.118
Apr 24, 2026
Overall Average Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Overall Average Score
Qwen3-VL-Embedding
Backbone=Qwen3-VL, Dat...
2026.04
77.8
Seed-1.6-embedding
Backbone=Seed1.6-flash...
2026.04
71.3
Ops-MM-Embed
Backbone=Qwen2-VL, Dat...
2026.04
68.9
Think-Then-Embed
Backbone=Qwen2-VL, Dat...
2026.04
68.6
RIME
Backbone=Qwen2-VL, Mod...
2026.04
68.6
UME-R1
Backbone=Qwen2-VL, Mod...
2026.04
64.5
RIME
Backbone=Qwen2-VL, Mod...
2026.04
64.1
CAFe
Backbone=LLaVA-OV, Mod...
2026.04
60.6
UME-R1
Backbone=Qwen2-VL, Mod...
2026.04
60.1
VLM2Vec-V2
Backbone=Qwen2-VL, Mod...
2026.04
58
GME
Backbone=Qwen2-VL, Mod...
2026.04
57.8
DUME
Backbone=Qwen2-VL, Mod...
2026.04
55.9
GME
Backbone=Qwen2-VL, Mod...
2026.04
54.1
DUME
Backbone=Qwen2-VL, Mod...
2026.04
52.7
VLM2Vec
Backbone=Qwen2-VL, Mod...
2026.04
52.3
LamRA
Backbone=Qwen2.5-VL, M...
2026.04
47.4
VLM2Vec
Backbone=Qwen2-VL, Mod...
2026.04
47
ColPali-V1.3
Backbone=PaliGemma, Mo...
2026.04
44.4
Feedback
Search any
task
Search any
task