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ResearchFormerly WizWand

Visual Understanding on MME Perception

1,638MME-P ScoreSPAR-3B
1,075.361,221.431,367.51,513.57Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SPAR-3BLLM Params=2B, Model Category=Und. and Gen.2026.061,638
InternVL3-2BLLM Params=2B, Model Category=Und. Only2026.061,633
BAGEL-7BLLM Params=3B, Model Category=Und. and Gen.2026.061,610
Tar-7BLLM Params=7B, Model Category=Und. and Gen.2026.061,571
Janus-Pro-7BLLM Params=7B, Model Category=Und. and Gen.2026.061,567
BLIP3-o-4BLLM Params=4B, Model Category=Und. and Gen.2026.061,528
SPAR-1BLLM Params=1B, Model Category=Und. and Gen.2026.061,500
InternVL3-1BLLM Params=1B, Model Category=Und. Only2026.061,492
SEED-X-13BLLM Params=13B, Model Category=Und. and Gen.2026.061,457
TokLIP-7BLLM Params=7B, Model Category=Und. and Gen.2026.061,410
VILA-U-7BLLM Params=7B, Model Category=Und. and Gen.2026.061,336
Emu3-Chat-8BLLM Params=8B, Model Category=Und. Only2026.061,244
LLaVA-OVLLM Params=1B, Model Category=Und. Only2026.061,238
Harmon-1.5BLLM Params=1.5B, Model Category=Und. and Gen.2026.061,155
Show-O-1.3BLLM Params=1.3B, Model Category=Und. and Gen.2026.061,097