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ResearchFormerly WizWand

Vision-Language Understanding on Vision-Language Benchmark Suite Aggregate

100Aggregate Performance (%)Vanilla
83.8888.06592.2596.435Apr 18, 2026
Updated 6mo ago

Evaluation results

MethodLinks
VanillaBackbone=LLaVA-1.5-7B, Retained Tokens=576, Compression Ratio=100%2026.04100
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%, Number of compressor layers (l)=22026.0499.3
VisionZipBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0498.8
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%, Number of compressor layers (l)=02026.0498.7
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0498.3
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%, Number of compressor layers (l)=22026.0498
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%, Number of compressor layers (l)=02026.0497.8
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0497.5
SparseVLMBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0497.4
VisionZipBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0497.4
PyramidDropBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0497
MustDropBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0497
FastVBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0496.9
HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0496.3
SparseVLMBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0496.3
PyramidDropBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0495.9
MustDropBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0495.4
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%, Number of compressor layers (l)=02026.0494.9
HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0494.8
FastVBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0494.4
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%, Number of compressor layers (l)=02026.0494.2
VisionZipBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0494.2
EvoCompBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%, Number of compressor layers (l)=22026.0493.9
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0492.8
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%, Number of compressor layers (l)=02026.0491.1
HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0490.8
PruMergeBackbone=LLaVA-1.5-7B, Retained Tokens=192, Compression Ratio=66.7%2026.0490.7
MustDropBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0490
SparseVLMBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0489.4
PruMergeBackbone=LLaVA-1.5-7B, Retained Tokens=128, Compression Ratio=77.8%2026.0488.6
FastVBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0487.6
PruMergeBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0486
PyramidDropBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%2026.0484.9
DARTBackbone=LLaVA-1.5-7B, Retained Tokens=64, Compression Ratio=88.9%, Number of compressor layers (l)=02026.0484.5