视觉大模型 / VLM

RSVLM-QA: A Benchmark Dataset for Remote Sensing Vision Language Model-based Question Answering

Xing Zi, Jinghao Xiao, Yunxiao Shi, Xian Tao, Jun Li, Ali Braytee, Mukesh Prasad

机构 * School of Computer Science, University of Technology Sydney（技术悉尼大学计算机科学学院） ； SEDE, University of Technology Sydney（技术悉尼大学SEDE） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

专题命中 视觉问答 ：vision language model(title,abstract)；VLM(abstract)；visual question answering(abstract)；分类 cs.CV

Comments This paper has been accepted to the proceedings of the 33rd ACM International Multimedia Conference (ACM Multimedia 2025)

SynthVLM: Towards High-Quality and Efficient Synthesis of Image-Caption Datasets for Vision-Language Models

Zheng Liu, Hao Liang, Bozhou Li, Wentao Xiong, Chong Chen, Conghui He, Wentao Zhang, Bin Cui

机构 * Peking University Beijing China ； Huawei Technologies Ltd. Beijing China ； Shanghai AI Laboratory Shanghai China ； Peking University Center for Machine Learning Research Beijing China ； Peking University School of Computer Science \& Key Lab of High Confidence Software Technologies (MOE) Beijing China ； Peking University ； Huawei Technologies Ltd. ； Shanghai AI Laboratory 纠错

专题命中 视觉问答 ：vision-language model(title,abstract)；LLaVA(abstract)；multimodal large language model(abstract)；分类 cs.CV

MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering

Jingwei Peng, Jiehao Chen, Mateo Alejandro Rojas, Meilin Zhang

机构 * Shaanxi University of Technology（陕西理工大学） ； Technological University of Peru（秘鲁技术大学） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；vision-language model(abstract)；分类 cs.CV

MuaLLM: A Multimodal Large Language Model Agent for Circuit Design Assistance with Hybrid Contextual Retrieval-Augmented Generation

Pravallika Abbineni, Saoud Aldowaish, Colin Liechty, Soroosh Noorzad, Ali Ghazizadeh, Morteza Fayazi

机构 * University of Utah（犹他大学） ； University of Michigan（密歇根大学） 纠错

专题命中 视觉问答 ：multimodal large language model(title,abstract)；分类 cs.AI、cs.LG

EfficientEQA: An Efficient Approach to Open-Vocabulary Embodied Question Answering

Kai Cheng, Zhengyuan Li, Xingpeng Sun, Byung-Cheol Min, Amrit Singh Bedi, Aniket Bera

机构 * Purdue University（普渡大学） ； University of Central Florida（中央佛罗里达大学） 纠错

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

Comments IROS 2025 Oral

Med-GRIM: Enhanced Zero-Shot Medical VQA using prompt-embedded Multimodal Graph RAG

Rakesh Raj Madavan, Akshat Kaimal, Hashim Faisal, Chandrakala S

机构 * Shiv Nadar University Chennai（施瓦斯纳大学钦奈） 纠错

专题命中 视觉问答 ：vision-language model(abstract)；visual question answering(abstract)；分类 cs.CV

MultiMedEdit: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA

Shengtao Wen, Haodong Chen, Yadong Wang, Zhongying Pan, Xiang Chen, Yu Tian, Bo Qian, Dong Liang, Sheng-Jun Huang

专题命中 视觉问答 ：visual reasoning(abstract)；分类 cs.AI、cs.LG

Comments Under Review

DreamFrame: Enhancing Video Understanding via Automatically Generated QA and Style-Consistent Keyframes

Zhende Song, Chenchen Wang, Jiamu Sheng, Chi Zhang, Shengji Tang, Jiayuan Fan, Tao Chen

机构 * Fudan University（复旦大学） ； Westlake University, Tencent PCG（西湖大学、腾讯PCG） 纠错

专题命中 视觉问答 ：vision-language model(abstract)；分类 cs.CV

Comments Accepted by ACMM'MM 2025

Small-Large Collaboration: Training-efficient Concept Personalization for Large VLM using a Meta Personalized Small VLM

Sihan Yang, Huitong Ji, Shaolin Lu, Jiayi Chen, Binxiao Xu, Ming Lu, Yuanxing Zhang, Wenhui Dong, Wentao Zhang

机构 * Peking University（北京大学） 纠错

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

MDK12-Bench: A Comprehensive Evaluation of Multimodal Large Language Models on Multidisciplinary Exams

Pengfei Zhou, Xiaopeng Peng, Fanrui Zhang, Zhaopan Xu, Jiaxin Ai, Yansheng Qiu, Chuanhao Li, Zhen Li, Ming Li, Yukang Feng, Jianwen Sun, Haoquan Zhang, Zizhen Li, Xiaofeng Mao, Zekai Li, Wangbo Zhao, Kai Wang, Xiaojun Chang, Wenqi Shao, Yang You, Kaipeng Zhang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Shanghai Innovation Institute（上海创新研究院） ； USTC（中国科学技术大学） ； RIT（罗切斯特理工学院） ； HIT（哈尔滨工业大学） ； WHU（武汉大学） ； MBZUAI（马克斯·普朗克人工智能研究所） ； NUS（新加坡国立大学） 纠错

专题命中 视觉推理 ：multimodal large language model(title,abstract)；分类 cs.AI

Comments 35 pages, 33 figures

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving

Mihir Godbole, Xiangbo Gao, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯A&M大学） 纠错

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

Comments 19 pages, 5 figures, Preprint under review. Code available at: https://github.com/taco-group/DRAMA-X

AR-VRM: Imitating Human Motions for Visual Robot Manipulation with Analogical Reasoning

Dejie Yang, Zijing Zhao, Yang Liu

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学计算机技术研究院） ； State Key Laboratory of General Artificial Intelligence, Peking University（北京大学通用人工智能国家重点实验室） 纠错

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

Comments Accepted by ICCV2025

Co-VisiON: Co-Visibility ReasONing on Sparse Image Sets of Indoor Scenes

Chao Chen, Nobel Dang, Juexiao Zhang, Wenkai Sun, Pengfei Zheng, Xuhang He, Yimeng Ye, Jiasheng Zhang, Taarun Srinivas, Chen Feng

机构 * New York University（纽约大学） 纠错

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

FineBadminton: A Multi-Level Dataset for Fine-Grained Badminton Video Understanding

Xusheng He, Wei Liu, Shanshan Ma, Qian Liu, Chenghao Ma, Jianlong Wu

专题命中 视觉推理 ：multimodal large language model(abstract)；MLLM(abstract)

AdjustAR: AI-Driven In-Situ Adjustment of Site-Specific Augmented Reality Content

Nels Numan, Jessica Van Brummelen, Ziwen Lu, Anthony Steed

专题命中 视觉推理 ：multimodal large language model(abstract)；MLLM(abstract)

Comments 4 pages, 1 figure, ACM UIST 2025 Poster

FunGraph: Functionality Aware 3D Scene Graphs for Language-Prompted Scene Interaction

Dennis Rotondi, Fabio Scaparro, Hermann Blum, Kai O. Arras

机构 * Socially Intelligent Robotics Lab, Institute for Artificial Intelligence, University of Stuttgart（社会智能机器人实验室，人工智能研究所，斯图加特大学） ； Robot Perception and Learning Lab, LAMARR Institute for Machine Learning and Artificial Intelligence, University of Bonn（机器人感知与学习实验室，LAMARR机器学习与人工智能研究所，波恩大学） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV、cs.AI

Comments Paper accepted for IROS 2025

ODYSSEY: Open-World Quadrupeds Exploration and Manipulation for Long-Horizon Tasks

Kaijun Wang, Liqin Lu, Mingyu Liu, Jianuo Jiang, Zeju Li, Bolin Zhang, Wancai Zheng, Xinyi Yu, Hao Chen, Chunhua Shen

专题命中 视觉推理 ：vision-language model(abstract)；分类 cs.CV

LET-US: Long Event-Text Understanding of Scenes

Rui Chen, Xingyu Chen, Shaoan Wang, Shihan Kong, Junzhi Yu

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

CLGRPO: Reasoning Ability Enhancement for Small VLMs

Fanyi Wang, Binzhi Dong, Haotian Hu, Jinjin Xu, Zhiwang Zhang

机构 * Honor AI Center（荣耀人工智能中心） ； Zhejiang University（浙江大学） ； Bytedance（字节跳动） ； Ningbo Tech University（宁波科技学院） 纠错

专题命中 视觉推理 ：vision language model(abstract)；分类 cs.CV

Comments 11 pages, 5 figures

TAG: A Simple Yet Effective Temporal-Aware Approach for Zero-Shot Video Temporal Grounding

Jin-Seop Lee, SungJoon Lee, Jaehan Ahn, YunSeok Choi, Jee-Hyong Lee

机构 * Sungkyunkwan University（顺天大学） 纠错

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

Selective Contrastive Learning for Weakly Supervised Affordance Grounding

WonJun Moon, Hyun Seok Seong, Jae-Pil Heo

机构 * Sungkyunkwan University（全北大学） 纠错

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

Comments Accepted to ICCV 2025

Solving Zero-Shot 3D Visual Grounding as Constraint Satisfaction Problems

Qihao Yuan, Kailai Li, Jiaming Zhang

机构 * Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen（格罗宁根大学伯努利学院） ； Computer Vision for Human-Computer Interaction Lab (cv:hci), Karlsruhe Institute of Technology（卡尔斯鲁厄理工学院人机交互计算机视觉实验室） 纠错

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

Grounding Natural Language for Multi-agent Decision-Making with Multi-agentic LLMs

Dom Huh, Prasant Mohapatra

机构 * UC Davis（加州大学戴维斯分校） ； University of South Florida（佛罗里达州立大学） 纠错

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

Griffon v2: Advancing Multimodal Perception with High-Resolution Scaling and Visual-Language Co-Referring

Yufei Zhan, Shurong Zheng, Yousong Zhu, Hongyin Zhao, Fan Yang, Ming Tang, Jinqiao Wang

机构 * 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） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Peng Cheng Laboratory, Shenzhen, China（鹏城实验室） ； Wuhan AI Research, Wuhan, China（武汉人工智能研究所） 纠错

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

Comments Accepted by ICCV 2025. Codes and datasets are released at https://github.com/jefferyZhan/Griffon

UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP Adaptation

Yue Zhou, Yuan Bi, Wenjuan Tong, Wei Wang, Nassir Navab, Zhongliang Jiang

机构 * Computer Aided Medical Procedures (CAMP)（计算机辅助医疗程序） ； TU Munich, Germany（慕尼黑工业大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； The First Affiliated Hospital of Sun Yat-Sen University（中山大学附属第一医院） 纠错

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

Zoom-Refine: Boosting High-Resolution Multimodal Understanding via Localized Zoom and Self-Refinement

Xuan Yu, Dayan Guan, Yanfeng Gu

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments Code is available at https://github.com/xavier-yu114/Zoom-Refine

MambaTrans: Multimodal Fusion Image Translation via Large Language Model Priors for Downstream Visual Tasks

Yushen Xu, Xiaosong Li, Zhenyu Kuang, Xiaoqi Cheng, Haishu Tan, Huafeng Li

机构 * School of Physics and Optoelectronic Engineering（物理与光电工程学院） ； Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology（粤港澳联合智能微纳光电技术实验室） ； School of Information Engineering and Automation（信息工程与自动化学院） 纠错

专题命中 视觉定位与Grounding ：multimodal large language model(abstract)；分类 cs.CV

Self-Organizing Survival Manifolds: A Theory for Unsupervised Discovery of Prognostic Structures in Biological Systems

Atahan Karagoz

机构 * Department of Computer Science University of Basel Basel, Switzerland（计算机科学系 巴塞尔大学 巴塞尔瑞士） 纠错

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

$100,000 or the Robot Gets it! Tech Workers' Resistance Guide: Tech Worker Actions, History, Risks, Impacts, and the Case for a Radical Flank

Mohamed Abdalla

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

Comments Accepted to AAAI/ACM AIES 2025

Proof-theoretic Semantics for Second-order Logic

Alexander V. Gheorghiu, David J. Pym

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