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ResearchFormerly WizWand

Visual Question Answering on GQA (Score, Relative Performance)

64.2ScoreVanilla
52.03255.19158.3561.509Nov 25, 2025
Updated 5mo ago

Evaluation results

MethodLinks
VanillaTokens=2880, Retaining Ratio=100%, Backbone=LLaVA-NeXT2025.1164.2100
OC-VTPTokens=640, Retaining Ratio=22.2%, Individual Training=true, Backbone=LLaVA-NeXT2025.1162.897.8
VisionZipTokens=640, Retaining Ratio=22.2%, Backbone=LLaVA-NeXT2025.1161.395.5
OC-VTPTokens=640, Retaining Ratio=22.2%, Backbone=LLaVA-NeXT2025.1161.295.3
HiPruneTokens=640, Retaining Ratio=22.2%, Backbone=LLaVA-NeXT2025.1160.694.4
OC-VTPTokens=320, Retaining Ratio=11.1%, Individual Training=true, Backbone=LLaVA-NeXT2025.1159.692.8
VisionZipTokens=320, Retaining Ratio=11.1%, Backbone=LLaVA-NeXT2025.1159.392.4
OC-VTPTokens=320, Retaining Ratio=11.1%, Backbone=LLaVA-NeXT2025.1158.190.5
OC-VTPTokens=160, Retaining Ratio=5.6%, Individual Training=true, Backbone=LLaVA-NeXT2025.1157.689.7
HiPruneTokens=320, Retaining Ratio=11.1%, Backbone=LLaVA-NeXT2025.1157.489.4
OC-VTPTokens=160, Retaining Ratio=5.6%, Backbone=LLaVA-NeXT2025.1156.187.4
VisionZipTokens=160, Retaining Ratio=5.6%, Backbone=LLaVA-NeXT2025.1155.185.8
HiPruneTokens=160, Retaining Ratio=5.6%, Backbone=LLaVA-NeXT2025.1152.581.8