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ResearchFormerly WizWand

Efficiency Analysis on POPE

11Total TimeLLaVA-1.5-7B + EvoCut
10.7612.381415.62Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLaVA-1.5-7B + EvoCutToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06111.4468.41.492.04
LLaVA-1.5-7B + PDropToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06121.3272.51.412.16
LLaVA-1.5-7B + VisionZipToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06121.469.21.472.03
LLaVA-1.5-7B + V2DropToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06121.37711.442.12
LLaVA-1.5-7B + ApETToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06121.4268.91.482.09
LLaVA-1.5-7B + FastVToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06151.187.31.172.26
LLaVA-1.5-7B + SparseVLMToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06151.0790.11.132.31
LLaVA-1.5-7BToken=576, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.0617110218.82