视觉大模型 / VLM

A Graph-based Approach for Multi-Modal Question Answering from Flowcharts in Telecom Documents

Sumit Soman, H. G. Ranjani, Sujoy Roychowdhury, Venkata Dharma Surya Narayana Sastry, Akshat Jain, Pranav Gangrade, Ayaaz Khan

机构 * Ericsson R&D Bangalore Karnataka India（爱立信研发部班加罗尔卡纳塔克邦印度） 纠错

专题命中 视觉问答 ：VLM(abstract)；分类 cs.AI

Comments Accepted for publication at the KDD 2025 Workshop on Structured Knowledge for Large Language Models

Acknowledging Focus Ambiguity in Visual Questions

Chongyan Chen, Yu-Yun Tseng, Zhuoheng Li, Anush Venkatesh, Danna Gurari

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； University of Colorado Boulder（科罗拉多大学博尔德分校） 纠错

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models

Yiyan Ji, Haoran Chen, Qiguang Chen, Chengyue Wu, Libo Qin, Wanxiang Che

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； The University of Hong Kong（香港大学） ； Central South University（中南大学） 纠错

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

Comments Accepted to ACM Multimedia 2025

Short-LVLM: Compressing and Accelerating Large Vision-Language Models by Pruning Redundant Layers

Ji Ma, Wei Suo, Peng Wang, Yanning Zhang

机构 * Northwestern Polytechnical University（西北工业大学） ； National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology（集成空天地海大数据应用技术国家工程实验室） 纠错

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

Comments Accepted By ACM MM 25

Augmented Vision-Language Models: A Systematic Review

Anthony C Davis, Burhan Sadiq, Tianmin Shu, Chien-Ming Huang

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

CHECK-MAT: Checking Hand-Written Mathematical Answers for the Russian Unified State Exam

Ruslan Khrulev

机构 * Moscow State University（莫斯科国立大学） 纠错

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

Comments 15 pages, 3 figures, 10 tables. Code is available at: https://github.com/Karifannaa/Auto-check-EGE-math

RAGNet: Large-scale Reasoning-based Affordance Segmentation Benchmark towards General Grasping

Dongming Wu, Yanping Fu, Saike Huang, Yingfei Liu, Fan Jia, Nian Liu, Feng Dai, Tiancai Wang, Rao Muhammad Anwer, Fahad Shahbaz Khan, Jianbing Shen

机构 * The Chinese University of Hong Kong（香港中文大学） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Dexmal ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； SKL-IOTSC, CIS, University of Macau（澳门科学馆-物联网与智能系统研究中心，澳门大学） 纠错

专题命中 视觉推理 ：VLM(abstract)；分类 cs.CV

Comments Accepted by ICCV 2025. The code is at https://github.com/wudongming97/AffordanceNet

3D-R1: Enhancing Reasoning in 3D VLMs for Unified Scene Understanding

Ting Huang, Zeyu Zhang, Hao Tang

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

Toward Safe, Trustworthy and Realistic Augmented Reality User Experience

Yanming Xiu

机构 * Department of Electrical and Computer Engineering, Duke University（电子工程系，杜克大学） 纠错

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

Comments 2 pages, 4 figures

ISO-Bench: Benchmarking Multimodal Causal Reasoning in Visual-Language Models through Procedural Plans

Ananya Sadana, Yash Kumar Lal, Jiawei Zhou

机构 * Stony Brook University（石溪大学） 纠错

专题命中 视觉推理 ：vision-language model(abstract)

Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation

Ziqiao Ma, Jing Ding, Xuejun Zhang, Dezhi Luo, Jiahe Ding, Sihan Xu, Yuchen Huang, Run Peng, Joyce Chai

专题命中 视觉定位与Grounding ：vision-language model(title,abstract)；grounding(abstract)；VLM(comments)

Comments COLM 2025 & CVinW @ CVPR 2025 (Spotlight). Homepage: https://vlm-reg.github.io/

DHCP: Detecting Hallucinations by Cross-modal Attention Pattern in Large Vision-Language Models

Yudong Zhang, Ruobing Xie, Xingwu Sun, Yiqing Huang, Jiansheng Chen, Zhanhui Kang, Di Wang, Yu Wang

机构 * Tsinghua University, Tencent（清华大学、腾讯） ； Tencent（腾讯） ； Tencent, University of Macau（腾讯、澳门大学） ； University of Science and Technology Beijing（北京科技大学） ； Tsinghua University（清华大学） 纠错

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

Comments Accepted by ACM Multimedia 2025

LidaRefer: Context-aware Outdoor 3D Visual Grounding for Autonomous Driving

Yeong-Seung Baek, Heung-Seon Oh

机构 * School of Computer Science and Engineering（计算机科学与工程学院） 纠错

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

Comments 18 pages, 5 figures

Details Matter for Indoor Open-vocabulary 3D Instance Segmentation

Sanghun Jung, Jingjing Zheng, Ke Zhang, Nan Qiao, Albert Y. C. Chen, Lu Xia, Chi Liu, Yuyin Sun, Xiao Zeng, Hsiang-Wei Huang, Byron Boots, Min Sun, Cheng-Hao Kuo

机构 * University of Washington（华盛顿大学） ； Amazon Lab126（亚马逊实验室126） ； National Tsing Hua University（国立清华大学） 纠错

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

Comments ICCV 2025

Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation

Kaining Ying, Henghui Ding, Guangquan Jie, Yu-Gang Jiang

机构 * Fudan University, China（复旦大学） 纠错

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

Comments ICCV 2025, Project Page: https://henghuiding.com/OmniAVS/

DisTime: Distribution-based Time Representation for Video Large Language Models

Yingsen Zeng, Zepeng Huang, Yujie Zhong, Chengjian Feng, Jie Hu, Lin Ma, Yang Liu

机构 * Meituan Inc.（美团公司） ； Wangxuan Institute of Computer Technology, Peking University（北京大学王轩计算机技术研究所） 纠错

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

Comments Accepted by ICCV 2025

Collaboration is all you need: LLM Assisted Safe Code Translation

Rabimba Karanjai, Sam Blackshear, Lei Xu, Weidong Shi

机构 * University Of Houston（休斯顿大学） ； Mysten Labs（Mysten实验室） ； Kent State University（肯特州立大学） 纠错

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

Zero-Shot Document Understanding using Pseudo Table of Contents-Guided Retrieval-Augmented Generation

Hyeon Seong Jeong, Sangwoo Jo, Byeong Hyun Yoon, Yoonseok Heo, Haedong Jeong, Taehoon Kim

专题命中 文档图表理解 ：multimodal large language model(abstract)；分类 cs.AI、cs.LG

Phi-Ground Tech Report: Advancing Perception in GUI Grounding

Miaosen Zhang, Ziqiang Xu, Jialiang Zhu, Qi Dai, Kai Qiu, Yifan Yang, Chong Luo, Tianyi Chen, Justin Wagle, Tim Franklin, Baining Guo

机构 * Microsoft（微软） 纠错

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

Advancing Vision-based Human Action Recognition: Exploring Vision-Language CLIP Model for Generalisation in Domain-Independent Tasks

Utkarsh Shandilya, Marsha Mariya Kappan, Sanyam Jain, Vijeta Sharma

专题命中 GUI与屏幕智能体 ：vision-language model(abstract)；分类 cs.CV、cs.LG

Policy Learning from Large Vision-Language Model Feedback without Reward Modeling

Tung M. Luu, Donghoon Lee, Younghwan Lee, Chang D. Yoo

机构 * School of Electrical Engineering, KAIST（韩国科学技术院电子工程学院） 纠错

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

Comments Accepted to IROS 2025

Uncovering Cultural Representation Disparities in Vision-Language Models

Ram Mohan Rao Kadiyala, Siddhant Gupta, Jebish Purbey, Srishti Yadav, Suman Debnath, Alejandro Salamanca, Desmond Elliott

机构 * Cohere Labs Community ； IIT Roorkee（印度理工学院罗尔克hee分校） ； University of Copenhagen（哥本哈根大学） ； Cohere Labs ； Amazon Datasets（亚马逊数据集） 纠错

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

Comments 28 pages, 36 figures

Adversarial-Guided Diffusion for Multimodal LLM Attacks

Chengwei Xia, Fan Ma, Ruijie Quan, Kun Zhan, Yi Yang

机构 * School of Information Science and Engineering, Lanzhou University（兰州大学信息科学与工程学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

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

LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning

Federico Cocchi, Nicholas Moratelli, Davide Caffagni, Sara Sarto, Lorenzo Baraldi, Marcella Cornia, Rita Cucchiara

机构 * University of Modena and Reggio Emilia（摩德纳和雷吉奥艾米利亚大学） ； University of Pisa（比萨大学） ； IIT-CNR（意大利国家研究 council（IIT）） 纠错

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

Comments ICCV 2025 Workshop on What is Next in Multimodal Foundation Models

Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models

Wei Suo, Ji Ma, Mengyang Sun, Lin Yuanbo Wu, Peng Wang, Yanning Zhang

机构 * Northwestern Polytechnical University（西北工业大学） ； Swansea University（斯旺西大学） 纠错

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

Comments Accepted by ICCV 25

GenHancer: Imperfect Generative Models are Secretly Strong Vision-Centric Enhancers

Shijie Ma, Yuying Ge, Teng Wang, Yuxin Guo, Yixiao Ge, Ying Shan

机构 * ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； Institute of Automation, CAS（中国科学院自动化研究所） 纠错

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

Comments ICCV 2025. Project released at: https://mashijie1028.github.io/GenHancer/

Multi-Prompt Progressive Alignment for Multi-Source Unsupervised Domain Adaptation

Haoran Chen, Zexiao Wang, Haidong Cao, Zuxuan Wu, Yu-Gang Jiang

机构 * Institute of Trustworthy Embodied AI, Fudan University（可信具身人工智能研究院，复旦大学） 纠错

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

VisNumBench: Evaluating Number Sense of Multimodal Large Language Models

Tengjin Weng, Jingyi Wang, Wenhao Jiang, Zhong Ming

机构 * College of Computer Science and Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东省人工智能与数字经济发展实验室） ； Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际 Graduate School） ； Shenzhen Technology University（深圳技术大学） 纠错

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

Comments accepted by ICCV 2025

iLearnRobot: An Interactive Learning-Based Multi-Modal Robot with Continuous Improvement

Kohou Wang, ZhaoXiang Liu, Lin Bai, Kun Fan, Xiang Liu, Huan Hu, Kai Wang, Shiguo Lian

机构 * Unicom Data Intelligence（中国联通数据智能研究所） ； Data Science & Artificial Intelligence Research Institute（数据科学与人工智能研究院） ； China United Network Communications Group Corporation Limited（中国联合网络通信集团有限公司） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV、cs.AI

Comments 17 pages, 12 figures