视觉大模型 / VLM - arXivDaily 专题

2509.25916 2025-10-01 cs.CV cs.CL 85%

VLM-FO1: Bridging the Gap Between High-Level Reasoning and Fine-Grained Perception in VLMs

Peng Liu, Haozhan Shen, Chunxin Fang, Zhicheng Sun, Jiajia Liao, Tiancheng Zhao

机构 * Om AI Research（Om AI研究机构）； Binjiang Institute of Zhejiang University（浙江大学滨江研究院）； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院）

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

Comments 22 pages

2509.25559 2025-10-01 cs.AI cs.LG 84%

Radiology's Last Exam (RadLE): Benchmarking Frontier Multimodal AI Against Human Experts and a Taxonomy of Visual Reasoning Errors in Radiology

Suvrankar Datta, Divya Buchireddygari, Lakshmi Vennela Chowdary Kaza, Mrudula Bhalke, Kautik Singh, Ayush Pandey, Sonit Sai Vasipalli, Upasana Karnwal, Hakikat Bir Singh Bhatti, Bhavya Ratan Maroo, Sanjana Hebbar, Rahul Joseph, Gurkawal Kaur, Devyani Singh, Akhil V, Dheeksha Devasya Shama Prasad, Nishtha Mahajan, Ayinaparthi Arisha, Rajesh Vanagundi, Reet Nandy, Kartik Vuthoo, Snigdhaa Rajvanshi, Nikhileswar Kondaveeti, Suyash Gunjal, Rishabh Jain, Rajat Jain, Anurag Agrawal

机构 * Centre for Responsible Autonomous Systems in Healthcare (CRASH) Lab, Koita Centre for Digital Health（负责任的自主医疗系统中心（CRASH）实验室、Koita数字健康中心）； Ashoka University（阿什oka大学）； Independent Researcher（独立研究者）； Koita Centre for Digital Health（Koita数字健康中心）

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

Comments 29 pages, 7 figures, 7 tables, includes Annexure (1). Part of the work accepted at RSNA 2025 (Cutting Edge Oral Presentation)

2509.06266 2025-10-01 cs.CV 83%

Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes

Mohsen Gholami, Ahmad Rezaei, Zhou Weimin, Sitong Mao, Shunbo Zhou, Yong Zhang, Mohammad Akbari

机构 * Huawei Technologies Canada（华为技术加拿大分公司）； Huawei Cloud Project Page Code Ego3D-Bench（华为云项目页面代码Ego3D-Bench）

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

2509.26330 2025-10-01 cs.CV cs.IR 81%

SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval

Ren-Di Wu, Yu-Yen Lin, Huei-Fang Yang

机构 * National Sun Yat-sen University（国立中山大学）

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

Comments 20 pages, 9 figures

2509.25757 2025-10-01 cs.AI cs.CL cs.CV cs.SC 79%

NePTune: A Neuro-Pythonic Framework for Tunable Compositional Reasoning on Vision-Language

Danial Kamali, Parisa Kordjamshidi

机构 * Michigan State University（密歇根州立大学）

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

2509.06105 2025-10-01 cs.CV 74%

PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology

Yating Huang, Ziyan Huang, Lintao Xiang, Qijun Yang, Hujun Yin

机构 * University of Manchester（曼彻斯特大学）； South China University of Technology（华南理工大学）

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

Comments Accept by EMNLP2025

2509.25811 2025-10-01 cs.CV cs.LG 73%

Logo-VGR: Visual Grounded Reasoning for Open-world Logo Recognition

Zichen Liang, Jingjing Fei, Jie Wang, Zheming Yang, Changqing Li, Pei Wu, Minghui Qiu, Fei Yang, Xialei Liu

机构 * VCIP, CS, Nankai University（南开大学计算机科学与技术学院）

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

2502.03214 2025-10-01 cs.CL cs.AI cs.CV 73%

iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs

Julius Mayer, Mohamad Ballout, Serwan Jassim, Farbod Nosrat Nezami, Elia Bruni

机构 * Institute of Cognitive Science, Osnabrück University（认知科学研究所，奥斯纳布吕克大学）

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

2509.25525 2025-10-01 cs.CR cs.LG 70%

Defeating Cerberus: Concept-Guided Privacy-Leakage Mitigation in Multimodal Language Models

Boyang Zhang, Istemi Ekin Akkus, Ruichuan Chen, Alice Dethise, Klaus Satzke, Ivica Rimac, Yang Zhang

机构 * CISPA Helmholtz Center for Information Security（CISPA赫尔姆霍茨信息安全中心）； Nokia Bell Labs（诺基亚贝尔实验室）

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

2509.25502 2025-10-01 cs.CV 70%

Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection

Kaiqing Lin, Zhiyuan Yan, Ruoxin Chen, Junyan Ye, Ke-Yue Zhang, Yue Zhou, Peng Jin, Bin Li, Taiping Yao, Shouhong Ding

机构 * Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, and SZU-AFS Joint Innovation Center for AI Technology（广东省智能信息处理重点实验室、深圳媒体安全重点实验室及深圳大学-AFS联合人工智能技术创新中心）； Tencent Youtu Lab（腾讯优图实验室）； Peking University（北京大学）； Sun Yat-Sen University（中山大学）

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

2509.25852 2025-10-01 cs.RO 67%

Reinforced Embodied Planning with Verifiable Reward for Real-World Robotic Manipulation

Zitong Bo, Yue Hu, Jinming Ma, Mingliang Zhou, Junhui Yin, Yachen Kang, Yuqi Liu, Tong Wu, Diyun Xiang, Hao Chen

机构 * Xiaomi Robotics Lab（小米机器人实验室）； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院）

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

2509.20328 2025-10-01 cs.LG cs.AI cs.CV cs.RO 67%

Video models are zero-shot learners and reasoners

Thaddäus Wiedemer, Yuxuan Li, Paul Vicol, Shixiang Shane Gu, Nick Matarese, Kevin Swersky, Been Kim, Priyank Jaini, Robert Geirhos

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

Comments Project page: https://video-zero-shot.github.io/

2509.26594 2025-10-01 cs.LG cs.CL cs.CV 62%

Clarification as Supervision: Reinforcement Learning for Vision-Language Interfaces

John Gkountouras, Ivan Titov

机构 * ILLC, University of Amsterdam（伊拉斯谟范例学院、阿姆斯特丹大学）； ILCC, University of Edinburgh（爱丁堡大学）

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

2507.04909 2025-10-01 cs.CV cs.AI 62%

HumanVideo-MME: Benchmarking MLLMs for Human-Centric Video Understanding

Yuxuan Cai, Jiangning Zhang, Zhenye Gan, Qingdong He, Xiaobin Hu, Junwei Zhu, Yabiao Wang, Chengjie Wang, Zhucun Xue, Chaoyou Fu, Xinwei He, Xiang Bai

机构 * Fantasyele

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

Comments Under review

2509.25946 2025-10-01 cs.AI 57%

Automated Model Discovery via Multi-modal & Multi-step Pipeline

Lee Jung-Mok, Nam Hyeon-Woo, Moon Ye-Bin, Junhyun Nam, Tae-Hyun Oh

机构 * Dept. of Electrical Engineering, POSTECH（POSTECH电子工程系）； Samsung Electronics（三星电子）； School of Computing, KAIST（KAIST计算机科学学院）

专题命中视觉推理：VLM(abstract)；分类 cs.AI

2509.24304 2025-10-01 cs.CV 57%

FrameThinker: Learning to Think with Long Videos via Multi-Turn Frame Spotlighting

Zefeng He, Xiaoye Qu, Yafu Li, Siyuan Huang, Daizong Liu, Yu Cheng

机构 * Shanghai AI Laboratory（上海人工智能实验室）； Nanjing University（南京大学）； The Chinese University of Hong Kong（香港中文大学）； Shanghai Jiao Tong University（上海交通大学）； Peking University（北京大学）

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

2505.20873 2025-10-01 cs.CV 57%

Fork-Merge Decoding: Enhancing Multimodal Understanding in Audio-Visual Large Language Models

Chaeyoung Jung, Youngjoon Jang, Jongmin Choi, Joon Son Chung

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院）

专题命中视觉推理：visual reasoning(abstract)；分类 cs.CV

2509.26542 2025-10-01 eess.AS cs.MM cs.SD 50%

Voice Evaluation of Reasoning Ability: Diagnosing the Modality-Induced Performance Gap

Yueqian Lin, Zhengmian Hu, Qinsi Wang, Yudong Liu, Hengfan Zhang, Jayakumar Subramanian, Nikos Vlassis, Hai Helen Li, Yiran Chen

机构 * Duke University（杜克大学）； Adobe

专题命中视觉推理：grounding(abstract)

Comments Code and data available at https://github.com/linyueqian/VERA

1. 视觉推理 18 篇

VLM-FO1: Bridging the Gap Between High-Level Reasoning and Fine-Grained Perception in VLMs

Radiology's Last Exam (RadLE): Benchmarking Frontier Multimodal AI Against Human Experts and a Taxonomy of Visual Reasoning Errors in Radiology

Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes

SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval

NePTune: A Neuro-Pythonic Framework for Tunable Compositional Reasoning on Vision-Language

PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology

Logo-VGR: Visual Grounded Reasoning for Open-world Logo Recognition

iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs

Defeating Cerberus: Concept-Guided Privacy-Leakage Mitigation in Multimodal Language Models

Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection

Reinforced Embodied Planning with Verifiable Reward for Real-World Robotic Manipulation

Video models are zero-shot learners and reasoners

Clarification as Supervision: Reinforcement Learning for Vision-Language Interfaces

HumanVideo-MME: Benchmarking MLLMs for Human-Centric Video Understanding

Automated Model Discovery via Multi-modal & Multi-step Pipeline

FrameThinker: Learning to Think with Long Videos via Multi-Turn Frame Spotlighting

Fork-Merge Decoding: Enhancing Multimodal Understanding in Audio-Visual Large Language Models

Voice Evaluation of Reasoning Ability: Diagnosing the Modality-Induced Performance Gap