视觉大模型 / VLM

LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts

Yimu Wang, Mozhgan Nasr Azadani, Sean Sedwards, Krzysztof Czarnecki

机构 * University of Waterloo（滑铁卢大学） 纠错

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

Comments To appear at EMNLP 2025

Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models

Xudong Li, Zihao Huang, Yan Zhang, Yunhang Shen, Ke Li, Xiawu Zheng, Liujuan Cao, Rongrong Ji

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University（中国教育部多媒体可信感知与高效计算重点实验室，厦门大学） ； Beijing Institute of Technology（北京理工大学） ； Tencent Youtu Lab, Shanghai, China（腾讯优图实验室，中国） 纠错

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

SAEC: Scene-Aware Enhanced Edge-Cloud Collaborative Industrial Vision Inspection with Multimodal LLM

Yuhao Tian, Zheming Yang

机构 * Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Institute of AI for Industries（工业人工智能研究所） 纠错

专题命中 VLM训练与架构 ：LLaVA(abstract)；MLLM(abstract)；分类 cs.CV、cs.AI

Comments 5 pages, 5 figures

QuizRank: Picking Images by Quizzing VLMs

Tenghao Ji, Eytan Adar

机构 * University of Michigan（密歇根大学） 纠错

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

VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Yihao Wang, Pengxiang Ding, Lingxiao Li, Can Cui, Zirui Ge, Xinyang Tong, Wenxuan Song, Han Zhao, Wei Zhao, Pengxu Hou, Siteng Huang, Yifan Tang, Wenhui Wang, Ru Zhang, Jianyi Liu, Donglin Wang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Westlake University（西湖大学） ； Zhejiang University（浙江大学） ； OpenHelix Team（OpenHelix团队） ； State Key Laboratory of Networking and Switching Technology（网络与交换技术国家重点实验室） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 VLM训练与架构 ：vision-language model(abstract)；VLM(abstract)

Comments 28 pages; Project page: https://vla-adapter.github.io/; Github: https://github.com/OpenHelix-Team/VLA-Adapter; HuggingFace: https://huggingface.co/VLA-Adapter

CardiacCLIP: Video-based CLIP Adaptation for LVEF Prediction in a Few-shot Manner

Yao Du, Jiarong Guo, Xiaomeng Li

机构 * Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology（电子与计算机工程系，香港科学与技术大学） 纠错

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

Comments Accepted by MICCAI 2025

MMPart: Harnessing Multi-Modal Large Language Models for Part-Aware 3D Generation

Omid Bonakdar, Nasser Mozayani

机构 * School of Computer engineering, Iran university of Science and Technology（计算机工程学院，伊朗科学技术大学） 纠错

专题命中 VLM训练与架构 ：VLM(abstract)；分类 cs.CV

MPIC: Position-Independent Multimodal Context Caching System for Efficient MLLM Serving

Shiju Zhao, Junhao Hu, Rongxiao Huang, Jiaqi Zheng, Guihai Chen

机构 * State Key Laboratory for Novel Software Technology（新型软件技术国家重点实验室） ； Nanjing University（南京大学） ； School of Computer Science（计算机学院） 纠错

专题命中 其他VLM ：MLLM(title,abstract)；multimodal large language model(abstract)；分类 cs.LG

Comments 17 pages, 13 figures, the second version

MoA-Off: Adaptive Heterogeneous Modality-Aware Offloading with Edge-Cloud Collaboration for Efficient Multimodal LLM Inference

Zheming Yang, Qi Guo, Yunqing Hu, Chang Zhao, Chang Zhang, Jian Zhao, Wen Ji

专题命中 其他VLM ：multimodal large language model(abstract)；MLLM(abstract)

Comments 5 pages, 4 figures

When Color-Space Decoupling Meets Diffusion for Adverse-Weather Image Restoration

Wenxuan Fang, Jili Fan, Chao Wang, Xiantao Hu, Jiangwei Weng, Ying Tai, Jian Yang, Jun Li

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology（计算机科学与工程学院，南京理工大学） ； School of Electrical Engineering, Southeast University（电气工程学院，东南大学） ； School of Intelligence Science and Technology, Nanjing University（智能科学与技术学院，南京大学） 纠错

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV、cs.AI

Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization

Ji Soo Lee, Byungoh Ko, Jaewon Cho, Howoong Lee, Jaewoon Byun, Hyunwoo J. Kim

机构 * Korea University（韩国大学） ； Hanwha Vision（翰威英航） ； KAIST（韩国科学技术院） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Comments EMNLP 2025 Findings

MOMENTS: A Comprehensive Multimodal Benchmark for Theory of Mind

Emilio Villa-Cueva, S M Masrur Ahmed, Rendi Chevi, Jan Christian Blaise Cruz, Kareem Elzeky, Fermin Cristobal, Alham Fikri Aji, Skyler Wang, Rada Mihalcea, Thamar Solorio

机构 * MBZUAI ； University of Houston（德克萨斯大学休斯顿分校） ； McGill University（麦吉尔大学） ； University of Michigan（密歇根大学） 纠错

专题命中 其他VLM ：multimodal large language model(abstract)

CaMMT: Benchmarking Culturally Aware Multimodal Machine Translation

Emilio Villa-Cueva, Sholpan Bolatzhanova, Diana Turmakhan, Kareem Elzeky, Henok Biadglign Ademtew, Alham Fikri Aji, Vladimir Araujo, Israel Abebe Azime, Jinheon Baek, Frederico Belcavello, Fermin Cristobal, Jan Christian Blaise Cruz, Mary Dabre, Raj Dabre, Toqeer Ehsan, Naome A Etori, Fauzan Farooqui, Jiahui Geng, Guido Ivetta, Thanmay Jayakumar, Soyeong Jeong, Zheng Wei Lim, Aishik Mandal, Sofia Martinelli, Mihail Minkov Mihaylov, Daniil Orel, Aniket Pramanick, Sukannya Purkayastha, Israfel Salazar, Haiyue Song, Tiago Timponi Torrent, Debela Desalegn Yadeta, Injy Hamed, Atnafu Lambebo Tonja, Thamar Solorio

机构 * MBZUAI（人工智能研究所） 纠错

专题命中 其他VLM ：vision language model(abstract)