视觉大模型 / VLM

Suppressing VLM Hallucinations with Spectral Representation Filtering

Ameen Ali, Tamim Zoabi, Lior Wolf

机构 * Tel Aviv University（特拉维夫大学） 纠错

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

edgeVLM: Cloud-edge Collaborative Real-time VLM based on Context Transfer

Chen Qian, Xinran Yu, Zewen Huang, Danyang Li, Qiang Ma, Fan Dang, Xuan Ding, Guangyong Shang, Zheng Yang

机构 * Tsinghua University（清华大学） ； Beijing Jiaotong University（北京交通大学） ； Inspur Yunzhou Industrial Internet Co., Ltd（Inspur云洲工业互联网有限公司） 纠错

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

Seeing is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding

Pinxue Guo, Chongruo Wu, Xinyu Zhou, Lingyi Hong, Zhaoyu Chen, Jinglun Li, Kaixun Jiang, Sen-ching Samson Cheung, Wei Zhang, Wenqiang Zhang

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

Does Bigger Mean Better? Comparitive Analysis of CNNs and Biomedical Vision Language Modles in Medical Diagnosis

Ran Tong, Jiaqi Liu, Tong Wang, Xin Hu, Su Liu, Lanruo Wang, Jiexi Xu

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） ； Independent Researcher（独立研究者） ； Duke University（杜克大学） ； University of Michigan Ann Arbor（密歇根大学安娜堡分校） ； Georgia Institute of Technology（佐治亚理工学院） ； University of California, Irvine（加州大学 Irvine 分校） 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 6pages,3 figures.Uunder review of International Conference on Artificial Intelligence, Computer, Data Sciences and Applications

Explainable AI-Generated Image Detection RewardBench

Michael Yang, Shijian Deng, William T. Doan, Kai Wang, Tianyu Yang, Harsh Singh, Yapeng Tian

机构 * The University of Texas at Dallas（德克萨斯大学达拉斯分校） ； University of Toronto（多伦多大学） ； University of Notre Dame（诺特大学） ； Stony Brook University（石溪大学） 纠错

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

Training-Free Multi-View Extension of IC-Light for Textual Position-Aware Scene Relighting

Jiangnan Ye, Jiedong Zhuang, Lianrui Mu, Wenjie Zheng, Jiaqi Hu, Xingze Zou, Jing Wang, Haoji Hu

机构 * College of Information Science（信息科学学院） ； Electronic Engineering, Zhejiang University, Hangzhou, 310027, Zhejiang, China（电子工程系，浙江大学，杭州，310027，浙江，中国） 纠错

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

Comments Submitting for Neurocomputing

Rethinking Whole-Body CT Image Interpretation: An Abnormality-Centric Approach

Ziheng Zhao, Lisong Dai, Ya Zhang, Yanfeng Wang, Weidi Xie

机构 * School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Department of Radiology, Renmin Hospital of Wuhan University（武汉大学仁医院放射科） 纠错

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

Comments 40 pages

EnerVerse: Envisioning Embodied Future Space for Robotics Manipulation

Siyuan Huang, Liliang Chen, Pengfei Zhou, Shengcong Chen, Zhengkai Jiang, Yue Hu, Yue Liao, Peng Gao, Hongsheng Li, Maoqing Yao, Guanghui Ren

机构 * SJTU（上海交通大学） ； AgiBot ； Shanghai AI Lab（上海人工智能实验室） ； CUHK MMLab（香港大学多模态实验室） ； LV-NUS Lab（南洋理工大学-立陶宛实验室） 纠错

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

Comments Accepted by NeurIPS 2025. Website: https://sites.google.com/view/enerverse

Task-Aware 3D Affordance Segmentation via 2D Guidance and Geometric Refinement

Lian He, Meng Liu, Qilang Ye, Yu Zhou, Xiang Deng, Gangyi Ding

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

Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations

Fernando Spadea, Oshani Seneviratne

机构 * Rensselaer Polytechnic Institute（伦斯勒理工学院） 纠错

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

Comments 10 pages, 3 figures, RAGE-KG 2025

MMD-Thinker: Adaptive Multi-Dimensional Thinking for Multimodal Misinformation Detection

Junjie Wu, Guohong Fu

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Institute of Artificial Intelligence, Soochow University（苏州大学人工智能研究院） 纠错

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

SynthGuard: An Open Platform for Detecting AI-Generated Multimedia with Multimodal LLMs

Shail Desai, Aditya Pawar, Li Lin, Xin Wang, Shu Hu

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

From Phonemes to Meaning: Evaluating Large Language Models on Tamil

Jeyarajalingam Varsha, Menan Velayuthan, Sumirtha Karunakaran, Rasan Nivethiga, Kengatharaiyer Sarveswaran

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

Comments 11 pages

LIHE: Linguistic Instance-Split Hyperbolic-Euclidean Framework for Generalized Weakly-Supervised Referring Expression Comprehension

Xianglong Shi, Silin Cheng, Sirui Zhao, Yunhan Jiang, Enhong Chen, Yang Liu, Sebastien Ourselin

机构 * University of Science and Technology of China（中国科学技术大学） ； The University of Hong Kong（香港大学） ； King’s College London（伦敦国王学院） ； Peking University（北京大学） 纠错

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

Semantic Document Derendering: SVG Reconstruction via Vision-Language Modeling

Adam Hazimeh, Ke Wang, Mark Collier, Gilles Baechler, Efi Kokiopoulou, Pascal Frossard

专题命中 文档图表理解 ：vision-language model(title,abstract)；VLM(abstract)；分类 cs.CV、cs.AI、cs.LG

TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing

Jongha Kim, Minseong Bae, Sanghyeok Lee, Jinsung Yoon, Hyunwoo J. Kim

机构 * Korea University（韩国大学） 纠错

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

Comments AAAI 2026 (Main Technical Track)

Concept Regions Matter: Benchmarking CLIP with a New Cluster-Importance Approach

Aishwarya Agarwal, Srikrishna Karanam, Vineet Gandhi

机构 * CVIT, Kohli Centre for Intelligent Systems, IIIT Hyderabad（IIIT海得拉尔计算机视觉研究所、Kohli智能系统中心） ； Adobe Research, Bengaluru（Adobe研究） 纠错

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

Comments 25 pages, 21 figures

MEGA-GUI: Multi-stage Enhanced Grounding Agents for GUI Elements

SeokJoo Kwak, Jihoon Kim, Boyoun Kim, Jung Jae Yoon, Wooseok Jang, Jeonghoon Hong, Jaeho Yang, Yeong-Dae Kwon

机构 * Samsung SDS（三星SDS） 纠错

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

Comments 26 pages, 7 figures. Code available at https://github.com/samsungsds-research-papers/mega-gui

Is your VLM Sky-Ready? A Comprehensive Spatial Intelligence Benchmark for UAV Navigation

Lingfeng Zhang, Yuchen Zhang, Hongsheng Li, Haoxiang Fu, Yingbo Tang, Hangjun Ye, Long Chen, Xiaojun Liang, Xiaoshuai Hao, Wenbo Ding

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

DualTAP: A Dual-Task Adversarial Protector for Mobile MLLM Agents

Fuyao Zhang, Jiaming Zhang, Che Wang, Xiongtao Sun, Yurong Hao, Guowei Guan, Wenjie Li, Longtao Huang, Wei Yang Bryan Lim

专题命中 GUI与屏幕智能体 ：MLLM(title,abstract)；multimodal large language model(abstract)

VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction

Hao Wang, Eiki Murata, Lingfang Zhang, Ayako Sato, So Fukuda, Ziqi Yin, Wentao Hu, Keisuke Nakao, Yusuke Nakamura, Sebastian Zwirner, Yi-Chia Chen, Hiroyuki Otomo, Hiroki Ouchi, Daisuke Kawahara

机构 * Waseda University（早稻田大学） ； CyberAgent, Inc.（CyberAgent公司） ； AI Shift, Inc.（AI Shift公司） ； Nara Institute of Science and Technology（奈良研究所） 纠错

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

Comments AAAI 2026

VLA-R: Vision-Language Action Retrieval toward Open-World End-to-End Autonomous Driving

Hyunki Seong, Seongwoo Moon, Hojin Ahn, Jehun Kang, David Hyunchul Shim

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 GUI与屏幕智能体 ：vision-language model(abstract)；分类 cs.CV

Comments 9 pages, 9 figures

Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation

Yuyang Wanyan, Xi Zhang, Haiyang Xu, Haowei Liu, Junyang Wang, Jiabo Ye, Yutong Kou, Ming Yan, Fei Huang, Xiaoshan Yang, Weiming Dong, Changsheng Xu

机构 * MAIS, Institute of Automation, Chinese Academy of Sciences, China（自动化研究所，中国科学院，中国） ； School of Artificial Intelligence, University of Chinese Academy of Sciences, China（中国科学院大学人工智能学院，中国） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 GUI与屏幕智能体 ：multimodal large language model(abstract)；分类 cs.AI

DexGraspVLA: A Vision-Language-Action Framework Towards General Dexterous Grasping

Yifan Zhong, Xuchuan Huang, Ruochong Li, Ceyao Zhang, Zhang Chen, Tianrui Guan, Fanlian Zeng, Ka Num Lui, Yuyao Ye, Yitao Liang, Yaodong Yang, Yuanpei Chen

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

Comments 18 pages, 11 figures

RoboAfford++: A Generative AI-Enhanced Dataset for Multimodal Affordance Learning in Robotic Manipulation and Navigation

Xiaoshuai Hao, Yingbo Tang, Lingfeng Zhang, Yanbiao Ma, Yunfeng Diao, Ziyu Jia, Wenbo Ding, Hangjun Ye, Long Chen

机构 * Xiaomi EV（小米电动车） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学 Gallagher人工智能学院） ； School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） 纠错

专题命中 GUI与屏幕智能体 ：vision-language model(abstract)

RAC3: Retrieval-Augmented Corner Case Comprehension for Autonomous Driving with Vision-Language Models

Yujin Wang, Quanfeng Liu, Jiaqi Fan, Jinlong Hong, Hongqing Chu, Mengjian Tian, Bingzhao Gao, Hong Chen

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

Comments Accepted by IEEE Transactions on Multimedia

One VLM, Two Roles: Stage-Wise Routing and Specialty-Level Deployment for Clinical Workflows

Shayan Vassef, Soorya Ram Shimegekar, Abhay Goyal, Koustuv Saha, Pi Zonooz, Navin Kumar

机构 * Nimblemind USA（Nimblemind公司） ； Florida International University（佛罗里达国际大学） ； University of Illinois - Urbana Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Doubly Debiased Test-Time Prompt Tuning for Vision-Language Models

Fei Song, Yi Li, Rui Wang, Jiahuan Zhou, Changwen Zheng, Jiangmeng Li

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

Comments Accepted by AAAI2026

DAVSP: Safety Alignment for Large Vision-Language Models via Deep Aligned Visual Safety Prompt

Yitong Zhang, Jia Li, Liyi Cai, Ge Li

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

Comments 16 pages

MCA-Bench: A Multimodal Benchmark for Evaluating CAPTCHA Robustness Against VLM-based Attacks

Zonglin Wu, Yule Xue, Yaoyao Feng, Xiaolong Wang, Yiren Song

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

Comments we update the paper supplement