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ResearchFormerly WizWand

Visual Understanding on SEED-Bench

75.1SEED ScoreSPAR-3B
32.990443.922754.85565.7873Oct 14, 2024Jan 24, 2025May 7, 2025Aug 18, 2025Nov 28, 2025Mar 11, 2026Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SPAR-3BLLM Params=2B, Model Category=Und. and Gen.2026.0675.1
InternVL3-2BLLM Params=2B, Model Category=Und. Only2026.0675
BLIP3-o-4BLLM Params=4B, Model Category=Und. and Gen.2026.0673.8
Tar-7BLLM Params=7B, Model Category=Und. and Gen.2026.0673
Janus-Pro-7BLLM Params=7B, Model Category=Und. and Gen.2026.0672.1
DualTokenLLM=LLaMA-2-7B, Resolution=2562026.0371.8
EvoTokLLM=Qwen-2.5-7B-Inst., Resolution=2562026.0371.8
SPAR-1BLLM Params=1B, Model Category=Und. and Gen.2026.0671.5
InternVL3-1BLLM Params=1B, Model Category=Und. Only2026.0671.1
TokLIPLLM=Qwen2.5-7B-Inst., Resolution=3842026.0370.4
ShareGPT4VLLM=Vicuna-7B, Resolution=3362026.0369.7
MMAR-7BType=Joint Prob. Models, LLM=Qwen-2-7B, V-Token=vae, Resolution=2562024.1068.63
EMU-3Type=Joint Prob. Models, LLM=8B from scratch, V-Token=vq-vae, Resolution=5122024.1068.2
EMU3LLM=8B from scratch, Resolution=-2026.0368.2
Emu3-Chat-8BLLM Params=8B, Model Category=Und. Only2026.0668.2
LLaVA-v1.5LLM=Vicuna-1.5-13B, Resolution=3362026.0368.1
Harmon-1.5BLLM Params=1.5B, Model Category=Und. and Gen.2026.0667.1
SEED-X-13BLLM Params=13B, Model Category=Und. and Gen.2026.0666.5
LLaVA-OVLLM Params=1B, Model Category=Und. Only2026.0665.5
TokLIP-7BLLM Params=7B, Model Category=Und. and Gen.2026.0665.2
SemHiTokLLM=Qwen2.5-7B, Resolution=2562026.0362.9
EMU-2Type=Und. & Gen. Non-prob., LLM=LLaMA-13B, V-Token=CLIP, Resolution=4482024.1062.8
TokenFlow-LLLM=Vicuna-13B, Resolution=2562026.0362.6
Unified-IO 2LLM=6.8B from scratch, Resolution=3842026.0361.8
VILALLM=LLaMA-2-7B, Resolution=3362026.0361.1
TokenFlow-BLLM=Vicuna-13B, Resolution=2242026.0360.4
VILA-ULLM=LLaMA-7B, Resolution=3842026.0359
LLaVA-1.5Type=Und. Only, LLM=Vicuna-1.5-7B, V-Token=CLIP, Resolution=3362024.1058.6
Qwen-VL-ChatLLM=Qwen-7B, Resolution=4482026.0357.7
VILA-UType=Joint Prob. Models, LLM=LLaMA-2-7B, V-Token=vq-vae, Resolution=2562024.1056.3
VILA-ULLM=LLaMA-7B, Resolution=2562026.0356.3
VILA-U-7BLLM Params=7B, Model Category=Und. and Gen.2026.0656.3
MMAR-0.5BType=Joint Prob. Models, LLM=Qwen-2-0.5B, V-Token=vae, Resolution=2562024.1055.7
Show-oType=Joint Prob. Models, LLM=Phi-1.5B, V-Token=CLIP, Resolution=3362024.1051.61
Transfusion*Type=Joint Prob. Models, LLM=Qwen-2-0.5B, V-Token=vae, Resolution=2562024.1042.4
Chameleon-7BType=Joint Prob. Models, LLM=7B from scratch, V-Token=vq-vae, Resolution=5122024.1034.61