conftrace_

visual token

56 papers

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Co-occurring keywords

multimodal large language model (966) large language model (13587) multimodal learning (4645) video understanding (1658) token compression (53) large vision-language model (170) inference acceleration (244) token reduction (68) token pruning (81) vision language model (767)

Papers

Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference AAAI 2025
DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming AAAI 2025
AVG-LLaVA: An Efficient Large Multimodal Model with Adaptive Visual Granularity ACL 2025
Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models CVPR 2025
Libra-Merging: Importance-redundancy and Pruning-merging Trade-off for Acceleration Plug-in in Large Vision-Language Model CVPR 2025
Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach CVPR 2025
ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation CVPR 2025
Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models EMNLP 2025
Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow AAAI 2025
DToMA: Training-free Dynamic Token MAnipulation for Long Video Understanding IJCAI 2025
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning ICCV 2025
Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly CVPR 2025
Principles of Visual Tokens for Efficient Video Understanding ICCV 2025
ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025
Holistic Tokenizer for Autoregressive Image Generation ICCV 2025
MAMS: Model-Agnostic Module Selection Framework for Video Captioning AAAI 2025
RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs ACL 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025
HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models CVPR 2025
Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning NIPS 2024
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs NIPS 2024
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding CVPR 2024
Accelerating Pre-training of Multimodal LLMs via Chain-of-Sight NIPS 2024
Efficient Large Multi-modal Models via Visual Context Compression NIPS 2024
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens CVPR 2024