视觉大模型 / VLM

ForensicsSAM: Toward Robust and Unified Image Forgery Detection and Localization Resisting to Adversarial Attack

Rongxuan Peng, Shunquan Tan, Chenqi Kong, Anwei Luo, Alex C. Kot, Jiwu Huang

机构 * Shenzhen Key Laboratory of Media Security, Faculty of Electronic and Information Engineering, Shenzhen University, China（深圳媒体安全重点实验室，电子与信息工程学院，深圳大学，中国） ； Rapid-Rich Object Search (ROSE) Lab, School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore（快速富对象搜索（ROSE）实验室，电气电子工程学院，南洋理工大学，新加坡） ； Guangdong Laboratory of Machine Perception and Intelligent Computing, Faculty of Engineering, Shenzhen MSU-BIT University, China（广东机器感知与智能计算实验室，工程学院，深圳MSU-BIT大学，中国） 纠错

专题命中 视觉定位与Grounding ：LLaVA(abstract)；分类 cs.CV

Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data

Shubhabrata Mukherjee, Jack Lang, Obeen Kwon, Iryna Zenyuk, Valerie Brogden, Adam Weber, Daniela Ushizima

机构 * Lawrence Berkeley National Laboratory（伯克利国家实验室） ； University of California, Irvine（加州大学尔湾分校） ； University of California, Berkeley（加州大学伯克利分校） ； Covalent Metrology（协力计量） 纠错

专题命中 视觉定位与Grounding ：visual reasoning(abstract)；分类 cs.CV

Comments This paper has been accepted for presentation at the 59th International Conference on Parallel Processing (ICPP 2025), DRAI workshop

InterRVOS: Interaction-aware Referring Video Object Segmentation

Woojeong Jin, Seongchan Kim, Jaeho Lee, Seungryong Kim

专题命中 视觉定位与Grounding ：MLLM(abstract)；分类 cs.CV

SimInterview: Transforming Business Education through Large Language Model-Based Simulated Multilingual Interview Training System

Truong Thanh Hung Nguyen, Tran Diem Quynh Nguyen, Hoang Loc Cao, Thi Cam Thanh Tran, Thi Cam Mai Truong, Hung Cao

机构 * Analytics Everywhere Lab, University of New Brunswick, Canada（新不伦瑞克大学分析 everywhere 实验室） ； University of Foreign Language Studies, University of Danang, Vietnam（越南丹绒大学外语学院） ； Faculty of Information Technology, University of Science, VNU-HCM, Vietnam（越南胡志明市大学信息科技学院） ； Faculty of Economics and Accounting, Quy Nhon University, Vietnam（越南奎隆大学经济与会计学院） ； Faculty of Natural Sciences, Quy Nhon University, Vietnam（越南奎隆大学自然科学学院） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI

Comments Published as a conference paper at ICEFM 2025

Real Time Child Abduction And Detection System

Tadisetty Sai Yashwanth, Yangalasetty Sruthi Royal, Vankayala Rajeshwari Shreya, Mayank Kashyap, Divyaprabha K N

机构 * Dept. of CSE PES University Bangalore, India（计算机科学与工程系，PES大学，印度班加罗尔） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.AI

When motivation can be more than a message: designing agents to boost physical activity

Alessandro Silacci, Maurizio Caon, Mauro Cherubini

专题命中 视觉定位与Grounding ：grounding(abstract)

Comments This is a pre-peer-review version of a paper with the same title accepted at 20th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2025)

Benchmarking Energy Calculations Using Formal Proofs

Ejike D. Ugwuanyi, Colin T. Jones, John Velkey, Tyler R. Josephson

专题命中 视觉定位与Grounding ：grounding(abstract)

Comments Molecular Physics (2025)

Grounding Actions in Camera Space: Observation-Centric Vision-Language-Action Policy

Tianyi Zhang, Haonan Duan, Haoran Hao, Yu Qiao, Jifeng Dai, Zhi Hou

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Shanghai AI Lab（上海人工智能实验室） ； SenseTime Research（商汤科技研究院） ； Nanjing University（南京大学） ； Tsinghua University（清华大学） 纠错

专题命中 GUI与屏幕智能体 ：grounding(title)；分类 cs.CV

Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models

Dexia Chen, Wentao Zhang, Qianjie Zhu, Ping Hu, Weibing Li, Tong Zhang, Ruixuan Wang

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

Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models

Ma Teng, Jia Xiaojun, Duan Ranjie, Li Xinfeng, Huang Yihao, Jia Xiaoshuang, Chu Zhixuan, Ren Wenqi

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

Comments ICCV 2025

TRIDE: A Text-assisted Radar-Image weather-aware fusion network for Depth Estimation

Huawei Sun, Zixu Wang, Hao Feng, Julius Ott, Lorenzo Servadei, Robert Wille

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

Comments Accepted by TMLR (2025.08)

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation

Lexiang Tang, Xianwei Zhuang, Bang Yang, Zhiyuan Hu, Hongxiang Li, Lu Ma, Jinghan Ru, Yuexian Zou

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

Preserve and Sculpt: Manifold-Aligned Fine-tuning of Vision-Language Models for Few-Shot Learning

Dexia Chen, Qianjie Zhu, Weibing Li, Yue Yu, Tong Zhang, Ruixuan Wang

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

LangVision-LoRA-NAS: Neural Architecture Search for Variable LoRA Rank in Vision Language Models

Krishna Teja Chitty-Venkata, Murali Emani, Venkatram Vishwanath

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

Comments Accepted by ICIP 2025 Conference

Infusing fine-grained visual knowledge to Vision-Language Models

Nikolaos-Antonios Ypsilantis, Kaifeng Chen, André Araujo, Ondřej Chum

机构 * VRG, FEE, Czech Technical University in Prague（捷克布拉格技术大学） 纠错

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

Comments ICCVW 2025 accepted paper. Workshop name: "What is Next in Multimodal Foundation Models?"

ViLaD: A Large Vision Language Diffusion Framework for End-to-End Autonomous Driving

Can Cui, Yupeng Zhou, Juntong Peng, Sung-Yeon Park, Zichong Yang, Prashanth Sankaranarayanan, Jiaru Zhang, Ruqi Zhang, Ziran Wang

机构 * College of Engineering, Purdue University（普渡大学工程学院） 纠错

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

M3PO: Multimodal-Model-Guided Preference Optimization for Visual Instruction Following

Ruirui Gao, Emily Johnson, Bowen Tan, Yanfei Qian

机构 * University of Massachusetts, Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

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

Ovis2.5 Technical Report

Shiyin Lu, Yang Li, Yu Xia, Yuwei Hu, Shanshan Zhao, Yanqing Ma, Zhichao Wei, Yinglun Li, Lunhao Duan, Jianshan Zhao, Yuxuan Han, Haijun Li, Wanying Chen, Junke Tang, Chengkun Hou, Zhixing Du, Tianli Zhou, Wenjie Zhang, Huping Ding, Jiahe Li, Wen Li, Gui Hu, Yiliang Gu, Siran Yang, Jiamang Wang, Hailong Sun, Yibo Wang, Hui Sun, Jinlong Huang, Yuping He, Shengze Shi, Weihong Zhang, Guodong Zheng, Junpeng Jiang, Sensen Gao, Yi-Feng Wu, Sijia Chen, Yuhui Chen, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

Contrastive Regularization over LoRA for Multimodal Biomedical Image Incremental Learning

Haojie Zhang, Yixiong Liang, Hulin Kuang, Lihui Cen, Zhe Qu, Yigang Cen, Min Zeng, Shichao Kan

机构 * School of Computer Science and Engineering, Central South University（计算机科学与工程学院，中南大学） ； School of Automation, Central South University（自动化学院，中南大学） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院，北京交通大学） 纠错

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

Comments 10 pages, 3 figures, submitted to ACM Multimedia 2025

Federated Cross-Modal Style-Aware Prompt Generation

Suraj Prasad, Navyansh Mahla, Sunny Gupta, Amit Sethi

机构 * Indian Institute of Technology Bombay（印度理工学院孟买学院） 纠错

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

Planner-Refiner: Dynamic Space-Time Refinement for Vision-Language Alignment in Videos

Tuyen Tran, Thao Minh Le, Quang-Hung Le, Truyen Tran

机构 * Applied Artificial Intelligence Institute, Deakin University, Australia（应用人工智能研究所，德金大学，澳大利亚） 纠错

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

Comments Accepted for publication at ECAI 2025

Beyond Modality Limitations: A Unified MLLM Approach to Automated Speaking Assessment with Effective Curriculum Learning

Yu-Hsuan Fang, Tien-Hong Lo, Yao-Ting Sung, Berlin Chen

机构 * National Taiwan Normal University（台湾国立正常大学） 纠错

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

Comments Accepted at IEEE ASRU 2025

Optimization of Prompt Learning via Multi-Knowledge Representation for Vision-Language Models

Enming Zhang, Bingke Zhu, Yingying Chen, Qinghai Miao, Ming Tang, Jinqiao Wang

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所基础模型研究中心） ； Wuhan AI Research（武汉人工智能研究所） ； Peng Cheng Laboratory（鹏城实验室） 纠错

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

Towards Multimodal Social Conversations with Robots: Using Vision-Language Models

Ruben Janssens, Tony Belpaeme

机构 * Ghent University–imec（根特大学–imec） 纠错

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

Comments Accepted at the workshop "Human - Foundation Models Interaction: A Focus On Multimodal Information" (FoMo-HRI) at IEEE RO-MAN 2025 (Camera-ready version)

E3RG: Building Explicit Emotion-driven Empathetic Response Generation System with Multimodal Large Language Model

Ronghao Lin, Shuai Shen, Weipeng Hu, Qiaolin He, Aolin Xiong, Li Huang, Haifeng Hu, Yap-peng Tan

机构 * Sun Yat-sen University（中山大学） ； Nanyang Technological University（南洋理工大学） ； Desay SV Automotive Co., Ltd（德赛西威汽车有限公司） ； Pazhou Laboratory（琶洲实验室） 纠错

专题命中 其他VLM ：multimodal large language model(title)；分类 cs.CV、cs.AI

Comments Accepted at ACM MM 2025 Grand Challenge

WP-CLIP: Leveraging CLIP to Predict Wölfflin's Principles in Visual Art

Abhijay Ghildyal, Li-Yun Wang, Feng Liu

机构 * Portland State University（波特兰州立大学） 纠错

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

Comments ICCV 2025 AI4VA workshop (oral), Code: https://github.com/abhijay9/wpclip

DeCoT: Decomposing Complex Instructions for Enhanced Text-to-Image Generation with Large Language Models

Xiaochuan Lin, Xiangyong Chen, Xuan Li, Yichen Su

机构 * Henan Polytechnic University（河南理工大学） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts

Xuming He, Zhiyuan You, Junchao Gong, Couhua Liu, Xiaoyu Yue, Peiqin Zhuang, Wenlong Zhang, Lei Bai

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； ZheJiang University（浙江大学） ； The Chinese University of Hong Kong（香港中文大学） ； Center for Earth System Modeling and Prediction of China Meteorological Administration（中国气象局地球系统模拟与预测中心） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.AI

VideoAVE: A Multi-Attribute Video-to-Text Attribute Value Extraction Dataset and Benchmark Models

Ming Cheng, Tong Wu, Jiazhen Hu, Jiaying Gong, Hoda Eldardiry

机构 * Virginia Tech（弗吉尼亚理工大学） 纠错

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

Comments 5 pages, 2 figures, 5 tables, accepted in CIKM 2025