Papers
42 papers found
EVTP-IVS: Effective Visual Token Pruning For Unifying Instruction Visual Segmentation In Multi-Modal Large Language Models
Wenhui Zhu, Xiwen Chen, Zhipeng Wang et al.
Direct Visual Grounding by Directing Attention of Visual Tokens
Parsa Esmaeilkhani, Longin Jan Latecki
When Token Pruning is Worse than Random: Understanding Visual Token Information in VLLMs
Yahong Wang, Juncheng Wu, Zhangkai Ni et al.
Hugging Visual Prompt and Segmentation Tokens: Consistency Learning for Fine-Grained Visual Understanding in MLLMs
Jing Yang, Sen Yang, Boqiang Duan et al.
EmoThinker: Advancing Visual-Acoustic Emotion Analysis via Structural Token Selection and Chain-of-Thought Reasoning
Qinfu Xu, Liyuan Pan, Yiwei Wei et al.
MR-Pruner: Training-free Multi-resolution Visual Token Pruning for Multi-modal Large Language Models
Seunghoon Han, Hyewon Lee, Soyoung Park et al.
TinyChemVL: Advancing Chemical Vision-Language Models via Efficient Visual Token Reduction and Complex Reaction Tasks
Xuanle Zhao, Shuxin Zeng, Xinyuan Cai et al.
Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning
Jialong Qin, Xin Zou, Di Lu et al.
PosPrune: Visual Token Pruning with Positional Bias Correction for Efficient Large Vision-Language Models
Ziyang Wang, Mengwei Li, Hao Yin et al.
VAEVQ: Enhancing Discrete Visual Tokenization Through Variational Modeling
Sicheng Yang, Xing Hu, Qiang Wu et al.
Instruction-Guided Cross-Modal Clustering for Training-Free Visual Token Pruning in Vision-Language Models
Yunqian Yu, Biao Chen, Yunya Zhang et al.
STEP-Nav: Spatial-Temporal Efficient Visual Token Pruning for Vision-and-Language Navigation with Large Language Models
Yantao Lu, Shiqi Sun, Ning Liu et al.
Rethinking Visual Token Reduction in LVLMs Under Cross-Modal Misalignment
Rui Xu, Yunke Wang, Yong Luo et al.
HiPrune: Training-Free Visual Token Pruning via Hierarchical Attention in Vision-Language Models (Student Abstract)
Jizhihui Liu, Guangdao Zhu, Feiyi Du
Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods
Chenfei Liao, Wensong Wang, Zichen Wen et al.
VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models
Huawei Ji, Yuanhao Sun, Yuan Jin et al.
SGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning
Jiaqi Li, Zhijing Zhang, Jiahui Geng et al.
Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models
Zhenyu Li, Zuchao Li, Ping Wang et al.
ViTPrompt: Training-Free Prompt Refinement with Visual Tokens for Open-Vocabulary Detection
Yitong Qin, Lihua Zhou, Jiwei Wei et al.
What Do Visual Tokens Really Encode? Uncovering Sparsity and Redundancy in Multimodal Large Language Models
Yingqi Fan, Junlong Tong, Anhao Zhao et al.
Geometry-Guided 3D Visual Token Pruning for Video-Language Models
Han Li, Zehao Huang, Jiahui Fu et al.
One Layer's Trash is Another Layer's Treasure: Adaptive Layer-wise Visual Token Selection in LVLMs
Yongru Chen, Kai Zhang, Zeliang Zong et al.
Blink: Dynamic Visual Token Resolution for Enhanced Multimodal Understanding
Yuchen Feng, Zhenyu Zhang, Naibin Gu et al.
Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens
Zeyuan Yang, Xueyang Yu, Delin Chen et al.
FocusUI: Efficient UI Grounding via Position-Preserving Visual Token Selection
Mingyu Ouyang, Kevin Qinghong Lin, Mike Zheng Shou et al.