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ResearchFormerly WizWand

General Image Understanding on LLaVA-Bench In-the-Wild

67.7ScoreVisionZip
45.23651.06856.962.732Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0667.7
VanillaBackbone=LLaVA-1.5-7B, Visual Token Budget=5762026.0666.9
V2DropBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0666.5
EvoCutBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0666.4
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0666.1
ApETBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0666.1
PDropBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0665.8
EvoCutBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0665.1
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0664.8
ApETBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0664.2
ApETBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0663
EvoCutBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0663
V2DropBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0662.9
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0662.9
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0662.7
V2DropBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0662.4
PDropBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0661.9
PDropBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0659.2
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0657.5
FastVBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0652
FastVBackbone=LLaVA-1.5-7B, Visual Token Budget=1922026.0649.4
FastVBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0646.1