视觉大模型 / VLM

Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations

Johannes Moll, Markus Graf, Tristan Lemke, Nicolas Lenhart, Daniel Truhn, Jean-Benoit Delbrouck, Jiazhen Pan, Daniel Rueckert, Lisa C. Adams, Keno K. Bressem

机构 * Technical University of Munich (TUM)（慕尼黑技术大学） ； TUM University Hospital（慕尼黑技术大学医院） ； German Heart Center TUM University Hospital（慕尼黑技术大学医院德国心脏中心） ； Department of Radiology（放射科） ； Klinikum rechts der Isar TUM University Hospital（慕尼黑技术大学医院右岸诊所） ； Uniklinik RWTH Aachen（亚琛工业大学医院） ； HOPPR IL USA（HOPPR美国） ； University of Oxford（牛津大学） ； Imperial College London（伦敦帝国学院） 纠错

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

Comments Accepted to ML4H 2025 Proceedings

Fine-Tuning Vision-Language Models for Multimodal Polymer Property Prediction

An Vuong, Minh-Hao Van, Prateek Verma, Chen Zhao, Xintao Wu

机构 * Department of EECS University of Arkansas（电子工程与科学系 亚拉荷加大学） ； Department of CS Baylor University（计算机科学系 基尔默大学） 纠错

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

VinDr-CXR-VQA: A Visual Question Answering Dataset for Explainable Chest X-Ray Analysis with Multi-Task Learning

Dang H. Nguyen, Hieu H. Pham, Hao T. Nguyen, Hieu H. Pham

机构 * College of Engineering and Computer Science（工程与计算机科学学院） ； VinUniversity（Vin大学） ； VinUni-Illinois Smart Health Center（VinUni-伊利诺伊智能健康中心） ； Vietnam National Cancer Hospital（越南国家癌症医院） ； The Computer Vision and Medical AI Lab（计算机视觉与医学人工智能实验室） 纠错

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

Comments ISBI submission. Contains 5 pages, 2 figures, and 6 tables. Code & data: https://huggingface.co/datasets/Dangindev/VinDR-CXR-VQA

CAMP-VQA: Caption-Embedded Multimodal Perception for No-Reference Quality Assessment of Compressed Video

Xinyi Wang, Angeliki Katsenou, Junxiao Shen, David Bull

机构 * School of Computer Science, University of Bristol（布里斯托大学计算机科学学院） 纠错

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

Comments 14 pages, 6 figures

Towards Resource-Efficient Multimodal Intelligence: Learned Routing among Specialized Expert Models

Mayank Saini, Arit Kumar Bishwas

机构 * PwC US（普华永道美国） 纠错

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

Comments 15 pages, 4 figures

MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation

Jiaxin Huang, Runnan Chen, Ziwen Li, Zhengqing Gao, Xiao He, Yandong Guo, Mingming Gong, Tongliang Liu

机构 * MBZUAI ； The University of Sydney（悉尼大学） ； The University of Melbourne（墨尔本大学） ； AI2Robotic 纠错

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

Comments 10 pages, 3 figures

Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs

Amirmohammad Izadi, Mohammad Ali Banayeeanzade, Fatemeh Askari, Ali Rahimiakbar, Mohammad Mahdi Vahedi, Hosein Hasani, Mahdieh Soleymani Baghshah

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

Comments Accepted to NeurIPS 2025 (Thirty-ninth Conference on Neural Information Processing Systems)

How Reasoning Influences Intersectional Biases in Vision Language Models

Adit Desai, Sudipta Roy, Mohna Chakraborty

机构 * Student（学生） 纠错

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

Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models

Kunhao Li, Wenhao Li, Di Wu, Lei Yang, Jun Bai, Ju Jia, Jason Xue

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

Comments Accepted at AAAI 2026 as a Conference Paper (Oral Presentation)

UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning

Ye Liu, Zongyang Ma, Junfu Pu, Zhongang Qi, Yang Wu, Ying Shan, Chang Wen Chen

机构 * The Hong Kong Polytechnic University（香港理工大学） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； vivo Mobile Communication Co.（vivo移动通信公司） ； MindWingman Technology (Shenzhen) Co., Ltd.（深圳MindWingman技术有限公司） 纠错

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments NeurIPS 2025 Camera Ready. Project Page: https://polyu-chenlab.github.io/unipixel/

ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness

Yijun Liang, Ming Li, Chenrui Fan, Ziyue Li, Dang Nguyen, Kwesi Cobbina, Shweta Bhardwaj, Jiuhai Chen, Fuxiao Liu, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

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

Comments Accepted by NeurIPS2025. 36 pages, including references and appendix. Code is available at https://github.com/tianyi-lab/ColorBench

F2RVLM: Boosting Fine-grained Fragment Retrieval for Multi-Modal Long-form Dialogue with Vision Language Model

Hanbo Bi, Zhiqiang Yuan, Zexi Jia, Jiapei Zhang, Chongyang Li, Peixiang Luo, Ying Deng, Xiaoyue Duan, Jinchao Zhang

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

In-Context-Learning-Assisted Quality Assessment Vision-Language Models for Metal Additive Manufacturing

Qiaojie Zheng, Jiucai Zhang, Xiaoli Zhang

机构 * Colorado School of Mines（科罗拉多矿业学院） 纠错

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

Comments 8 pages, 8 figures

Open-World 3D Scene Graph Generation for Retrieval-Augmented Reasoning

Fei Yu, Quan Deng, Shengeng Tang, Yuehua Li, Lechao Cheng

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

Comments Accepted by AAAI 2026

MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning

Jinhao Chen, Zhen Yang, Jianxin Shi, Tianyu Wo, Jie Tang

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

Comments 19 pages, 11 figures

Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View

Jianyu Qi, Ding Zou, Wenrui Yan, Rui Ma, Jiaxu Li, Zhijie Zheng, Zhiguo Yang, Rongchang Zhao

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

Comments Accpeted by AAAI 2026

CoLM: Collaborative Large Models via A Client-Server Paradigm

Siqi Huang, Sida Huang, Hongyuan Zhang

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

AesTest: Measuring Aesthetic Intelligence from Perception to Production

Guolong Wang, Heng Huang, Zhiqiang Zhang, Wentian Li, Feilong Ma, Xin Jin

机构 * University of International Business and Economics（国际商务经济大学） ； University of Science and Technology of China（中国科学技术大学） ； Huawei Technologies Co., Ltd（华为技术有限公司） ； Beijing Electronic Science and Technology Institute（北京电子科技研究所） ； Beijing Institute for General Artificial Intelligence（北京通用人工智能研究院） 纠错

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

Comments 10 pages, 9 figures

VLDrive: Vision-Augmented Lightweight MLLMs for Efficient Language-grounded Autonomous Driving

Ruifei Zhang, Wei Zhang, Xiao Tan, Sibei Yang, Xiang Wan, Xiaonan Luo, Guanbin Li

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） ； Sun Yat-sen University（中山大学） ； Baidu Inc.（百度公司） ； Guilin University of Electronic Technology（桂林电子科技大学） ； Guangdong Key Laboratory of Big Data Analysis and Processing（广东大数据分析与处理重点实验室） 纠错

专题命中 视觉推理 ：MLLM(abstract)；分类 cs.CV

Comments Accepted by ICCV2025

FreeInsert: Disentangled Text-Guided Object Insertion in 3D Gaussian Scene without Spatial Priors

Chenxi Li, Weijie Wang, Qiang Li, Bruno Lepri, Nicu Sebe, Weizhi Nie

机构 * Tianjin University（天津大学） ； University of Trento（特伦托大学） 纠错

专题命中 视觉推理 ：MLLM(abstract)；分类 cs.CV

Comments Accepted by ACMMM2025, Our project webpage: https://tjulcx.github.io/FreeInsert/

EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing

Umar Khalid, Kashif Munir, Hasan Iqbal, Azib Farooq, Jing Hua, Nazanin Rahnavard, Chen Chen, Victor Zhu, Zhengping Ji

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

Comments Technical Report

ASTER: Attention-based Spiking Transformer Engine for Event-driven Reasoning

Tamoghno Das, Khanh Phan Vu, Hanning Chen, Hyunwoo Oh, Mohsen Imani

专题命中 视觉推理 ：visual reasoning(abstract)

Comments Submitted for review at conference

EditGRPO: Reinforcement Learning with Post-Rollout Edits for Clinically Accurate Chest X-Ray Report Generation

Kai Zhang, Christopher Malon, Lichao Sun, Martin Renqiang Min

机构 * NEC Laboratories America（NEC美国实验室） ； Lehigh University（莱特大学） 纠错

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

Comments AACL 2025

Referring Expressions as a Lens into Spatial Language Grounding in Vision-Language Models

Akshar Tumu, Varad Shinde, Parisa Kordjamshidi

机构 * UC San Diego（加州大学圣地亚哥分校） ； IIT Kanpur（印度理工学院坎pur） ； Michigan State University（密歇根州立大学） 纠错

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

Comments Accepted at IJCNLP-AACL 2025

Federated Learning for Video Violence Detection: Complementary Roles of Lightweight CNNs and Vision-Language Models for Energy-Efficient Use

Sébastien Thuau, Siba Haidar, Rachid Chelouah

机构 * esieaLab, ETIS Laboratory（esiea实验室，ETIS实验室） ； ESIEA, University of CY Cergy（ESIEA，CY塞克大学） ； ETIS Laboratory, CNR1S, UMR8051（ETIS实验室，CNR1S，UMR8051） 纠错

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

Comments 5 pages, 3 figures, ICTAI 2025

AGO: Adaptive Grounding for Open World 3D Occupancy Prediction

Peizheng Li, Shuxiao Ding, You Zhou, Qingwen Zhang, Onat Inak, Larissa Triess, Niklas Hanselmann, Marius Cordts, Andreas Zell

机构 * Mercedes-Benz AG（梅赛德斯-奔驰集团） ； University of Tübingen（图宾根大学） ； Tübingen AI Center（图宾根人工智能中心） ； University of Bonn（波恩大学） ； RPL ； KTH Royal Institute of Technology（皇家理工学院） ； TU Berlin（柏林技术大学） 纠错

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

Scene-Aware Urban Design: A Human-AI Recommendation Framework Using Co-Occurrence Embeddings and Vision-Language Models

Rodrigo Gallardo, Oz Fishman, Alexander Htet Kyaw

机构 * Department of Architecture（建筑系） ； Department of EECS（电子工程与计算机科学系） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments Accepted to NEURIPS 2025 Creative AI Track

Mono3DVG-EnSD: Enhanced Spatial-aware and Dimension-decoupled Text Encoding for Monocular 3D Visual Grounding

Yuzhen Li, Min Liu, Zhaoyang Li, Yuan Bian, Xueping Wang, Erbo Zhai, Yaonan Wang

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

Comments 10 pages

Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation

Mehrdad Noori, David Osowiechi, Gustavo Adolfo Vargas Hakim, Ali Bahri, Moslem Yazdanpanah, Sahar Dastani, Farzad Beizaee, Ismail Ben Ayed, Christian Desrosiers

机构 * LIVIA, ÉTS Montréal, Canada International Laboratory on Learning Systems (ILLS)（LIVIA，蒙特利尔ÉTS，加拿大国际学习系统实验室） 纠错

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

A multi-modal vision-language model for generalizable annotation-free pathology localization

Hao Yang, Hong-Yu Zhou, Jiarun Liu, Weijian Huang, Cheng Li, Zhihuan Li, Yuanxu Gao, Qiegen Liu, Yong Liang, Qi Yang, Song Wu, Tao Tan, Hairong Zheng, Kang Zhang, Shanshan Wang

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging（生物医学成像研究中心） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） ； Pengcheng Laboratory（鹏城实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Chinese Medicine Guangdong Laboratory（广东中医药实验室） ； Beijing Chaoyang Hospital, Capital Medical University（首都医科大学北京朝阳医院） 纠错

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