视觉大模型 / VLM

Questioning the Stability of Visual Question Answering

Amir Rosenfeld, Neta Glazer, Ethan Fetaya

机构 * Bar-Ilan University（巴伊兰大学） 纠错

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

MOSABench: Multi-Object Sentiment Analysis Benchmark for Evaluating Multimodal Large Language Models Understanding of Complex Image

Shezheng Song, Chengxiang He, Shan Zhao, Chengyu Wang, Qian Wan, Tianwei Yan, Meng Wang

机构 * College of Computer, National University of Defense Technology（国防科技大学计算机学院） ； School of Computer and Information Engineering, Hefei University of Technology（合肥工业大学计算机与信息工程学院） ； CCNU（中国地质大学） 纠错

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

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning

Sahil Shah, S P Sharan, Harsh Goel, Minkyu Choi, Mustafa Munir, Manvik Pasula, Radu Marculescu, Sandeep Chinchali

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

CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging

Pooja Singh, Siddhant Ujjain, Tapan Kumar Gandhi, Sandeep Kumar

专题命中 视觉问答 ：vision-language model(abstract)；LLaVA(abstract)；visual question answering(abstract)；multimodal large language model(abstract)

Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA

Ayush Pandey, Jai Bardhan, Ishita Jain, Ramya S Hebbalaguppe, Rohan Raju Dhanakshirur, Lovekesh Vig

机构 * TCS Research（塔塔咨询研究） 纠错

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

Comments 17 pages, 6 figures, 5 tables. Accepted to Special Track on AI Alignment, AAAI 2026. Project Page- https://refine-align.github.io/

Geospatial Chain of Thought Reasoning for Enhanced Visual Question Answering on Satellite Imagery

Shambhavi Shanker, Manikandan Padmanaban, Jagabondhu Hazra

机构 * Indian Institute of Technology Bombay（印度理工学院班加罗尔） ； IBM Research India（IBM印度研究） 纠错

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

OIDA-QA: A Multimodal Benchmark for Analyzing the Opioid Industry Documents Archive

Xuan Shen, Brian Wingenroth, Zichao Wang, Jason Kuen, Wanrong Zhu, Ruiyi Zhang, Yiwei Wang, Lichun Ma, Anqi Liu, Hongfu Liu, Tong Sun, Kevin S. Hawkins, Kate Tasker, G. Caleb Alexander, Jiuxiang Gu

专题命中 视觉问答 ：grounding(abstract)；multimodal large language model(abstract)；分类 cs.AI

Comments Accepted by AAAI 2026 Artificial Intelligence for Social Impact Track

Benchmarking Visual LLMs Resilience to Unanswerable Questions on Visually Rich Documents

Davide Napolitano, Luca Cagliero, Fabrizio Battiloro

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

Bridging Hidden States in Vision-Language Models

Benjamin Fein-Ashley, Jacob Fein-Ashley

机构 * University of Southern California（南加州大学） 纠错

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

MicroVQA++: High-Quality Microscopy Reasoning Dataset with Weakly Supervised Graphs for Multimodal Large Language Model

Manyu Li, Ruian He, Chenxi Ma, Weimin Tan, Bo Yan

机构 * Fudan University（复旦大学） 纠错

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

Comments 11 pages, 4 figures

Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning

Yuhao Zhou, Yiheng Wang, Xuming He, Ao Shen, Ruoyao Xiao, Zhiwei Li, Qiantai Feng, Zijie Guo, Yuejin Yang, Hao Wu, Wenxuan Huang, Jiaqi Wei, Dan Si, Xiuqi Yao, Jia Bu, Haiwen Huang, Manning Wang, Tianfan Fu, Shixiang Tang, Ben Fei, Dongzhan Zhou, Fenghua Ling, Yan Lu, Siqi Sun, Chenhui Li, Guanjie Zheng, Jiancheng Lv, Wenlong Zhang, Lei Bai

机构 * PrismaX Team Shanghai Artificial Intelligence Laboratory（普斯玛X团队上海人工智能实验室） 纠错

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

Comments 82 pages

CyPortQA: Benchmarking Multimodal Large Language Models for Cyclone Preparedness in Port Operation

Chenchen Kuai, Chenhao Wu, Yang Zhou, Xiubin Bruce Wang, Tianbao Yang, Zhengzhong Tu, Zihao Li, Yunlong Zhang

专题命中 视觉推理 ：multimodal large language model(title,abstract)

Comments 9 pages, 5 figures

Visual Document Understanding and Reasoning: A Multi-Agent Collaboration Framework with Agent-Wise Adaptive Test-Time Scaling

Xinlei Yu, Chengming Xu, Zhangquan Chen, Yudong Zhang, Shilin Lu, Cheng Yang, Jiangning Zhang, Shuicheng Yan, Xiaobin Hu

机构 * National University of Singapore（新加坡国立大学） ； Tencent Youtu Lab（腾讯优图实验室） ； Tsinghua University（清华大学） ； University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） ； Zhejiang University（浙江大学） ； DeepWisdom（深智科技） 纠错

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

An Efficient Training Pipeline for Reasoning Graphical User Interface Agents

Georgios Pantazopoulos, Eda B. Özyiğit

机构 * The Alan Turing Institute（艾伦·图灵研究所） 纠错

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

WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation

Wei Chow, Jiachun Pan, Yongyuan Liang, Mingze Zhou, Xue Song, Liyu Jia, Saining Zhang, Siliang Tang, Juncheng Li, Fengda Zhang, Weijia Wu, Hanwang Zhang, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； University of Maryland, College Park（马里兰大学学院公园分校） ； Zhejiang University（浙江大学） 纠错

专题命中 视觉推理 ：VLM(abstract)；分类 cs.CV

Enhancing Meme Emotion Understanding with Multi-Level Modality Enhancement and Dual-Stage Modal Fusion

Yi Shi, Wenlong Meng, Zhenyuan Guo, Chengkun Wei, Wenzhi Chen

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

Unifying Segment Anything in Microscopy with Vision-Language Knowledge

Manyu Li, Ruian He, Zixian Zhang, Chenxi Ma, Weimin Tan, Bo Yan

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

Comments 15 pages, 5 figures

VP-Bench: A Comprehensive Benchmark for Visual Prompting in Multimodal Large Language Models

Mingjie Xu, Jinpeng Chen, Yuzhi Zhao, Jason Chun Lok Li, Yue Qiu, Zekang Du, Mengyang Wu, Pingping Zhang, Kun Li, Hongzheng Yang, Wenao Ma, Jiaheng Wei, Qinbin Li, Kangcheng Liu, Wenqiang Lei

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

Comments This is the extended version of the paper accepted at AAAI 2026, which includes all technical appendices and additional experimental details

Co-EPG: A Framework for Co-Evolution of Planning and Grounding in Autonomous GUI Agents

Yuan Zhao, Hualei Zhu, Tingyu Jiang, Shen Li, Xiaohang Xu, Hao Henry Wang

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

Comments Accepted by AAAI 2026

Zero-Shot Temporal Interaction Localization for Egocentric Videos

Erhang Zhang, Junyi Ma, Yin-Dong Zheng, Yixuan Zhou, Hesheng Wang

机构 * IRMV Lab, the Department of Automation, Shanghai Jiao Tong University（IRMV实验室，自动化系，上海交通大学） 纠错

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

Comments Accepted to IROS 2025

PAS : Prelim Attention Score for Detecting Object Hallucinations in Large Vision--Language Models

Nhat Hoang-Xuan, Minh Vu, My T. Thai, Manish Bhattarai

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） ； University of Florida（佛罗里达大学） 纠错

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

VoxTell: Free-Text Promptable Universal 3D Medical Image Segmentation

Maximilian Rokuss, Moritz Langenberg, Yannick Kirchhoff, Fabian Isensee, Benjamin Hamm, Constantin Ulrich, Sebastian Regnery, Lukas Bauer, Efthimios Katsigiannopulos, Tobias Norajitra, Klaus Maier-Hein

机构 * German Cancer Research Center, Division of Medical Image Computing（德国癌症研究中心，医学影像计算部） ； Faculty of Mathematics and Computer Science（数学与计算机科学系） ； Medical Faculty - Heidelberg University（海德堡大学医学系） ； Helmholtz Imaging（海德堡影像技术） ； Department of Radiation Oncology, Heidelberg University Hospital（海德堡大学医院放射肿瘤科） ； HIDSS4Health, Heidelberg（HIDSS4Health，海德堡） ； Pattern Analysis and Learning Group, Heidelberg University Hospital（海德堡大学医院模式分析与学习组） 纠错

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

MAFM^3: Modular Adaptation of Foundation Models for Multi-Modal Medical AI

Mohammad Areeb Qazi, Munachiso S Nwadike, Ibrahim Almakky, Mohammad Yaqub, Numan Saeed

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫罕默德·本·扎耶德人工智能大学） 纠错

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

Comments 2 figures, 3 tables

Out-of-Distribution Detection with Positive and Negative Prompt Supervision Using Large Language Models

Zhixia He, Chen Zhao, Minglai Shao, Xintao Wu, Xujiang Zhao, Dong Li, Qin Tian, Linlin Yu

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

PhaseWin Search Framework Enable Efficient Object-Level Interpretation

Zihan Gu, Ruoyu Chen, Junchi Zhang, Yue Hu, Hua Zhang, Xiaochun Cao

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） ； School of Mathematical Sciences, Fudan University（复旦大学数学学院） ； School of Cyber Science and Technology, Sun Yat-sen University（中山大学网络科学与技术学院） 纠错

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

DocLens : A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding

Dawei Zhu, Rui Meng, Jiefeng Chen, Sujian Li, Tomas Pfister, Jinsung Yoon

机构 * Google Cloud AI Research（谷歌云人工智能研究） ； School of Computer Science, Peking University（北京大学计算机学院） 纠错

专题命中 文档图表理解 ：vision-language model(abstract)；分类 cs.CV

Adaptive Cache Enhancement for Test-Time Adaptation of Vision-Language Models

Khanh-Binh Nguyen, Phuoc-Nguyen Bui, Hyunseung Choo, Duc Thanh Nguyen

机构 * Deakin University（德克萨斯大学） ； Sungkyunkwan University（成均馆大学） 纠错

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

Comments 12 pages, Under review

Res-Bench: Benchmarking the Robustness of Multimodal Large Language Models to Dynamic Resolution Input

Chenxu Li, Zhicai Wang, Yuan Sheng, Xingyu Zhu, Yanbin Hao, Xiang Wang

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

Comments 23 pages

Leveraging NTPs for Efficient Hallucination Detection in VLMs

Ofir Azachi, Kfir Eliyahu, Eyal El Ani, Rom Himelstein, Roi Reichart, Yuval Pinter, Nitay Calderon

机构 * Department of Data and Decision Science, Technion - Israel Institute of Technology（数据与决策科学系，技术学院-以色列理工学院） ； Faculty of Computer and Information Science, Ben-Gurion University of the Negev（计算机与信息科学系，贝内-约尔根大学） 纠错

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

Comments Accepted to The First Workshop on Confabulation, Hallucinations, & Overgeneration in Multilingual & Precision-critical Setting - AACL-IJCNLP2025

AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models

Haokun Chen, Jianing Li, Yao Zhang, Jinhe Bi, Yan Xia, Jindong Gu, Volker Tresp

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

Comments AAAI 2026. Code: https://github.com/HaokunChen245/AUVIC