AnchorPrune: Relevance-Anchored Contextual Expansion for Visual Token Pruning

Benchmark Model Rank Results
object-hallucination-evaluation-on-popeLLaVA-NeXT-7B (AnchorPrune, 160 tokens)#12F1: 87.5
video-question-answering-on-tempcompass-overallLLaVA-Video-7B (AnchorPrune, 1,024 tokens)#14Accuracy: 65.4
video-question-answering-on-video-mme-with-subtitlesLLaVA-Video-7B (AnchorPrune, 1,024 tokens)#30Accuracy: 60.89
visual-question-answering-on-mm-vetLLaVA-NeXT-7B (AnchorPrune, 320 tokens)#121GPT-4 score: 37.2