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Image Question Answering on MME Perception

1,599MME-P ScoreQwen2.5-VL-3B
778.024991.1621,204.31,417.438Mar 6, 2026Mar 17, 2026Mar 28, 2026Apr 9, 2026Apr 20, 2026May 1, 2026May 13, 2026

Evaluation results

MethodLinks
Qwen2.5-VL-3BKV Size=2562026.051,599
Cambrian-4B + Gaze attentionKV Size=288+42026.051,589.8
Cambrian-8B-CLIP-LKV Size=5762026.051,585.3
Cambrian-4BKV Size=5762026.051,580.5
Qwen2.5-VL-3B + InfiniPot-VKV Size=1282026.051,574.1
Cambrian-4B + Gaze attentionKV Size=144+42026.051,561.8
Cambrian-4B + Gaze attentionKV Size=72+42026.051,539.3
Cambrian-4B + TokenCompre. + Gaze attentionKV Size=54+42026.051,537
Cambrian-4B + TokenCompre.KV Size=1442026.051,533.6
LLaVA-Next-LLaMA-3-8BKV Size=7842026.051,526
LLaVA-OV-7BKV Size=1962026.051,522.1
SPHINX-7B2026.051,515.8
Cambrian-4B + TokenCompre. + Gaze attentionKV Size=36+42026.051,515.3
LLaVA-Next-Qwen2-7BKV Size=7842026.051,453.3
LLaVA-OV-7B + HERMESKV Size=1002026.051,452.2
Qwen2.5-VL-3B + InfiniPot-VKV Size=502026.051,426.5
Cambrian-8B-DINOv2-LKV Size=5762026.051,366.7
BLIP-2-7BKV Size=5762026.051,333.7
LLaVA-OV-7B + HERMESKV Size=402026.051,323.4
Omni-DiffusionModel Type=Any-to-Any, #Params=7B2026.031,216.7
InstructBLIPModel Type=Visual LLM†, #Params=14B2026.031,212.8
mPLUG-OwlModel Type=Visual LLM†, #Params=7B2026.03976.34
LLaVAModel Type=Visual LLM†, #Params=7B2026.03809.6