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ResearchFormerly WizWand

Aggregated Performance Evaluation on VLM Evaluation Average

100Average Relative PerformanceOriginal
72.07679.325586.57593.8245Apr 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
OriginalPrecision (Pre.)=FP16, Keep Ratio=100%, GFLOPs=100.00%2026.04100
AWQPrecision (Pre.)=W4A16, Keep Ratio=100%, GFLOPs=100.00%2026.0498.59
GPTQPrecision (Pre.)=W4A16, Keep Ratio=100%, GFLOPs=100.00%2026.0497.8
Quant.Precision (Pre.)=W4A4, Keep Ratio=100%, GFLOPs=100.00%2026.0496.35
PruningPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=55.80%2026.0493.85
QUOTAPrecision (Pre.)=W4A4, Keep Ratio=30%, GFLOPs=55.80%2026.0493.38
DivPrunePrecision (Pre.)=FP16, Keep Ratio=25%, GFLOPs=24.45%2026.0493.2
FastVPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=32.66%2026.0492.58
LUQPrecision (Pre.)=W2.75A16, Keep Ratio=100%, GFLOPs=100.00%2026.0489.72
PDropPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=33.03%2026.0487.44
VTWPrecision (Pre.)=FP16, Keep Ratio=40%, GFLOPs=43.43%2026.0473.15