视觉大模型 / VLM

SmoothGuard: Defending Multimodal Large Language Models with Noise Perturbation and Clustering Aggregation

Guangzhi Su, Shuchang Huang, Yutong Ke, Zhuohang Liu, Long Qian, Kaizhu Huang

机构 * Independent Researcher（独立研究者） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(title,abstract)；LLaVA(abstract)；分类 cs.LG

T3: Test-Time Model Merging in VLMs for Zero-Shot Medical Imaging Analysis

Raza Imam, Hu Wang, Dwarikanath Mahapatra, Mohammad Yaqub

机构 * Mohammed bin Zayed University of Artificial Intelligence（莫卧儿bin Zayed人工智能大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV、cs.LG

Comments Main: 11 pages, Supplementary: 9 pages 10 tables, 10 figures

NAUTILUS: A Large Multimodal Model for Underwater Scene Understanding

Wei Xu, Cheng Wang, Dingkang Liang, Zongchuang Zhao, Xingyu Jiang, Peng Zhang, Xiang Bai

机构 * National University of Defense Technology（国防科技大学） 纠错

专题命中 幻觉与鲁棒性 ：LLaVA(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2025. Data and models are available at https://github.com/H-EmbodVis/NAUTILUS