视觉大模型 / VLM - arXivDaily 专题

2411.12783 2025-10-22 cs.CV 83%

Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model

Yiming Shi, Xun Zhu, Kaiwen Wang, Ying Hu, Chenyi Guo, Miao Li, Ji Wu

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系）； College of AI, Tsinghua University（清华大学人工智能学院）； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心）

专题命中 VLM训练与架构：multimodal large language model(title,abstract)；MLLM(abstract)；分类 cs.CV

2510.18321 2025-10-22 cs.CV 77%

Beyond Single Models: Mitigating Multimodal Hallucinations via Adaptive Token Ensemble Decoding

Jinlin Li, Yuran Wang, Yifei Yuan, Xiao Zhou, Yingying Zhang, Xixian Yong, Yefeng Zheng, Xian Wu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学 Gallup 学院）； Department of Electrical and Computer Engineering, McGill University（麦吉尔大学电气与计算机工程系）； School of Statistics, Renmin University of China（中国人民大学统计学院）； Tencent Jarvis Lab（腾讯 Jarvis 实验室）； Medical Artificial Intelligence Lab, Westlake University（西湖大学医学人工智能实验室）

专题命中 VLM训练与架构：vision-language model(abstract)；visual question answering(abstract)；grounding(abstract)；分类 cs.CV

2510.18502 2025-10-22 cs.CV cs.AI cs.CL cs.LG 75%

Zero-Shot Vehicle Model Recognition via Text-Based Retrieval-Augmented Generation

Wei-Chia Chang, Yan-Ann Chen

机构 * Yuan Ze University（元智大学）

专题命中 VLM训练与架构：vision language model(abstract)；VLM(abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted by The 38th Conference of Open Innovations Association FRUCT, 2025

2510.17800 2025-10-22 cs.CV cs.CL cs.LG 73%

Glyph: Scaling Context Windows via Visual-Text Compression

Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组）； Zhipu AI（智谱AI）； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG））

专题命中 VLM训练与架构：vision-language model(abstract)；VLM(abstract)；分类 cs.CV、cs.LG

2510.17847 2025-10-22 cs.CV 70%

CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization

Yichen Yan, Ming Zhong, Qi Zhu, Xiaoling Gu, Jinpeng Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室）； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院）； Hangzhou Dianzi University（杭州电子科技大学）； School of Computer Science (National Pilot Software Engineering School), BUPT（计算机学院（国家级试点软件工程学院），北京邮电大学）

专题命中 VLM训练与架构：LLaVA(abstract)；multimodal large language model(abstract)；分类 cs.CV

Comments 22 pages, 8 figures, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

2510.18583 2025-10-22 cs.CV cs.LG 62%

CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder

Yongmin Lee, Hye Won Chung

专题命中 VLM训练与架构：vision-language model(abstract)；分类 cs.CV、cs.LG

Comments NeurIPS 2025

2510.18433 2025-10-22 cs.CV cs.AI cs.IR 62%

ImageGem: In-the-wild Generative Image Interaction Dataset for Generative Model Personalization

Yuanhe Guo, Linxi Xie, Zhuoran Chen, Kangrui Yu, Ryan Po, Guandao Yang, Gordon Wetztein, Hongyi Wen

机构 * NYU（纽约大学）； Stanford（斯坦福大学）

专题命中 VLM训练与架构：vision-language model(abstract)；分类 cs.CV、cs.AI

1. VLM训练与架构 7 篇