Don't Ask the LLM: Visual Token Pruning with Spectral Structure and Semantic Relevance

Intaek Shin, Geuntaek Lim, Sungjune Park +1

Large vision-language models (LVLMs) represent images and videos as long visual-token sequences, substantially increasing inference costs. These costs motivate visual-token pruning…