视觉大模型 / VLM

2510.20287 2025-10-24 cs.CV cs.AI cs.LG 75%

Breakdance Video classification in the age of Generative AI

Sauptik Dhar, Naveen Ramakrishnan, Michelle Munson

机构 * Eluvio AI Labs（Eluvio AI实验室）

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

Comments 11 pages

2510.20193 2025-10-24 cs.IR cs.CL cs.CV cs.LG 62%

Multimedia-Aware Question Answering: A Review of Retrieval and Cross-Modal Reasoning Architectures

Rahul Raja, Arpita Vats

机构 * Carnegie Mellon University（卡内基梅隆大学）； Boston University（波士顿大学）

专题命中视觉问答：grounding(abstract)；分类 cs.CV、cs.LG

Comments In Proceedings of the 2nd ACM Workshop in AI-powered Question and Answering Systems (AIQAM '25), October 27-28, 2025, Dublin, Ireland. ACM, New York, NY, USA, 8 pages. https://doi.org/10.1145/3746274.3760393

2510.11520 2025-10-24 cs.CV 57%

mmWalk: Towards Multi-modal Multi-view Walking Assistance

Kedi Ying, Ruiping Liu, Chongyan Chen, Mingzhe Tao, Hao Shi, Kailun Yang, Jiaming Zhang, Rainer Stiefelhagen

机构 * CV:HCI, KIT（KIT计算机视觉与人机交互中心）； Hunan University（湖南大学）； ETH Zurich（苏黎世联邦理工学院）； University of Texas at Austin（德克萨斯大学奥斯汀分校）； Zhejiang University（浙江大学）

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

Comments Accepted by NeurIPS 2025 Datasets and Benchmarks Track. Data and Code: https://github.com/KediYing/mmWalk

2510.20696 2025-10-24 cs.CV 85%

Diagnosing Visual Reasoning: Challenges, Insights, and a Path Forward

Jing Bi, Guangyu Sun, Ali Vosoughi, Chen Chen, Chenliang Xu

机构 * University of Rochester（罗切斯特大学）； University of Central Florida（中央佛罗里达大学）

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

Comments 5 pages

2505.22651 2025-10-24 cs.CV cs.CL cs.LG 84%

Sherlock: Self-Correcting Reasoning in Vision-Language Models

Yi Ding, Ruqi Zhang

机构 * Department of Computer Science, Purdue University, USA（计算机科学系，普渡大学）

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

Comments Published at NeurIPS 2025, 27 pages

2504.18458 2025-10-24 cs.CL cs.AI cs.CV 81%

Fast-Slow Thinking GRPO for Large Vision-Language Model Reasoning

Wenyi Xiao, Leilei Gan

机构 * Zhejiang University（浙江大学）

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

2408.11261 2025-10-24 cs.AI cs.CL 79%

Sycophancy in Vision-Language Models: A Systematic Analysis and an Inference-Time Mitigation Framework

Yunpu Zhao, Rui Zhang, Junbin Xiao, Changxin Ke, Ruibo Hou, Yifan Hao, Ling Li

机构 * School of Computer Science and Technology, University of Science and Technology of China（计算机科学与技术学院，中国科学技术大学）； State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences（处理器国家重点实验室，中国科学院计算技术研究所）； Department of Computer Science, National University of Singapore（计算机科学系，新加坡国立大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； Intelligent Software Research Center, Institute of Software, Chinese Academy of Sciences（软件智能研究中心，中国科学院软件研究所）

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

Journal ref Neurocomputing, Volume 659, 2026, 131217

2510.20221 2025-10-24 q-fin.CP cs.AI 57%

FinCARE: Financial Causal Analysis with Reasoning and Evidence

Alejandro Michel, Abhinav Arun, Bhaskarjit Sarmah, Stefano Pasquali

机构 * Domyn

专题命中视觉推理：grounding(abstract)；分类 cs.AI

2510.18337 2025-10-24 cs.RO 50%

MoTVLA: A Vision-Language-Action Model with Unified Fast-Slow Reasoning

Wenhui Huang, Changhe Chen, Han Qi, Chen Lv, Yilun Du, Heng Yang

机构 * Harvard University（哈佛大学）； University of Michigan（密歇根大学）； Nanyang Technological University（南洋理工大学）

专题命中视觉推理：VLM(abstract)

2510.20244 2025-10-24 cs.CV cs.LG 84%

Empower Words: DualGround for Structured Phrase and Sentence-Level Temporal Grounding

Minseok Kang, Minhyeok Lee, Minjung Kim, Donghyeong Kim, Sangyoun Lee

机构 * Yonsei University（延世大学）； LG Electronics（LG电子）

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

Comments Comments: 28 pages, including appendix. 5 figures. Full version of the NeurIPS 2025 paper

2505.20612 2025-10-24 cs.CV cs.CL cs.LG 84%

Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models

Peter Robicheaux, Matvei Popov, Anish Madan, Isaac Robinson, Joseph Nelson, Deva Ramanan, Neehar Peri

机构 * Roboflow ； Carnegie Mellon University（卡内基梅隆大学）

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

Comments The first two authors contributed equally. This work has been accepted to the Neural Information Processing Systems (NeurIPS) 2025 Datasets & Benchmark Track. Project Page: https://rf100-vl.org/

2505.23010 2025-10-24 cs.CV 83%

SeG-SR: Integrating Semantic Knowledge into Remote Sensing Image Super-Resolution via Vision-Language Model

Bowen Chen, Keyan Chen, Mohan Yang, Zhengxia Zou, Zhenwei Shi

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

2505.19678 2025-10-24 cs.CL cs.CV 79%

Grounding Language with Vision: A Conditional Mutual Information Calibrated Decoding Strategy for Reducing Hallucinations in LVLMs

Hao Fang, Changle Zhou, Jiawei Kong, Kuofeng Gao, Bin Chen, Shu-Tao Xia

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院，清华大学）； Harbin Institute of Technology（哈尔滨工业大学）

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

2510.20531 2025-10-24 cs.CV cs.AI 79%

Fake-in-Facext: Towards Fine-Grained Explainable DeepFake Analysis

Lixiong Qin, Yang Zhang, Mei Wang, Jiani Hu, Weihong Deng, Weiran Xu

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）； Beijing Normal University（北京师范大学）

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

Comments 25 pages, 9 figures, 17 tables

2510.20229 2025-10-24 cs.CV cs.AI cs.CL 62%

Why LVLMs Are More Prone to Hallucinations in Longer Responses: The Role of Context

Ge Zheng, Jiaye Qian, Jiajin Tang, Sibei Yang

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院）； ShanghaiTech University（上海理工大学）

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

Journal ref Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2025, pp. 4101-4113

2509.25033 2025-10-24 cs.CV cs.LG 62%

VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning

Wenhao Li, Qiangchang Wang, Xianjing Meng, Zhibin Wu, Yilong Yin

机构 * School of Software, Shandong University（山东大学软件学院）； Shenzhen Loop Area Institute（深圳河套学院）； School of Computing and Artificial Intelligence, Shandong University of Finance and Economics（山东财经大学计算机与人工智能学院）

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

Comments Accepted by NeurIPS 2025

2510.20161 2025-10-24 cs.RO 50%

PathFormer: A Transformer with 3D Grid Constraints for Digital Twin Robot-Arm Trajectory Generation

Ahmed Alanazi, Duy Ho, Yugyung Lee

机构 * Department of Computer Science, University of Missouri–Kansas City (UMKC)（密苏里大学哥伦比亚分校计算机科学系）； Department of Computer Science, California State University, Fullerton（加州州立大学富尔顿分校计算机科学系）

专题命中视觉定位与Grounding ：grounding(abstract)

Comments 8 pages, 7 figures, 7 tables

2510.20286 2025-10-24 cs.CV cs.AI 81%

UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning

Liangyu Chen, Hanzhang Zhou, Chenglin Cai, Jianan Zhang, Panrong Tong, Quyu Kong, Xu Zhang, Chen Liu, Yuqi Liu, Wenxuan Wang, Yue Wang, Qin Jin, Steven Hoi

机构 * Renmin University of China（中国人民大学）； Tongyi Lab, Alibaba Group（阿里云实验室）

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

2510.20818 2025-10-24 cs.RO cs.AI cs.LG 62%

VAMOS: A Hierarchical Vision-Language-Action Model for Capability-Modulated and Steerable Navigation

Mateo Guaman Castro, Sidharth Rajagopal, Daniel Gorbatov, Matt Schmittle, Rohan Baijal, Octi Zhang, Rosario Scalise, Sidharth Talia, Emma Romig, Celso de Melo, Byron Boots, Abhishek Gupta

机构 * University of Washington（华盛顿大学）； DEVCOM ARL

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

2509.21401 2025-10-24 cs.CV 79%

JaiLIP: Jailbreaking Vision-Language Models via Loss Guided Image Perturbation

Md Jueal Mia, M. Hadi Amini

机构 * Knight Foundation School of Computing and Information Sciences (KFSCIS)（骑士基金会计算与信息科学学院）； Florida International University（佛罗里达国际大学）； Sustainability, Optimization, and Learning for InterDependent networks laboratory (solid lab)（可持续性、优化与互依赖网络学习实验室）

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

2505.16793 2025-10-24 cs.CV 57%

REOBench: Benchmarking Robustness of Earth Observation Foundation Models

Xiang Li, Yong Tao, Siyuan Zhang, Siwei Liu, Zhitong Xiong, Chunbo Luo, Lu Liu, Mykola Pechenizkiy, Xiao Xiang Zhu, Tianjin Huang

机构 * University of Bristol, UK（英国布里斯托大学）； University of Exeter, UK（英国埃克塞特大学）； South China Normal University, China（华南师范大学）； The University of Aberdeen, UK（英国阿伯丁大学）； Technical University of Munich, Germany（慕尼黑技术大学）； Eindhoven University of Technology, NL（埃因霍温理工大学）

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

Comments Accepted to NeruIPS 2025 D&B Track

2510.20223 2025-10-24 cs.CR cs.MM 50%

Beyond Text: Multimodal Jailbreaking of Vision-Language and Audio Models through Perceptually Simple Transformations

Divyanshu Kumar, Shreyas Jena, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi

专题命中幻觉与鲁棒性：multimodal large language model(abstract)

2510.19886 2025-10-24 cs.CL 50%

An Expert-grounded benchmark of General Purpose LLMs in LCA

Artur Donaldson, Bharathan Balaji, Cajetan Oriekezie, Manish Kumar, Laure Patouillard

机构 * PRé Sustainability B.V.（PRé可持续性公司）； Amazon（亚马逊）

专题命中幻觉与鲁棒性：grounding(abstract)

2510.14349 2025-10-24 cs.CV 83%

Vision-Centric Activation and Coordination for Multimodal Large Language Models

Yunnan Wang, Fan Lu, Kecheng Zheng, Ziyuan Huang, Ziqiang Li, Wenjun Zeng, Xin Jin

机构 * MoE Key Lab of Artificial Intelligence, Shanghai Jiao Tong University（人工智能MoE实验室，上海交通大学）； Ant Group（蚂蚁集团）； Ningbo Institute of Digital Twin, Eastern Institute of Technology, Ningbo（宁波数字孪生研究所，东部技术研究所，宁波）

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

2509.15235 2025-10-24 cs.CV cs.CL 83%

ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding

Jialiang Kang, Han Shu, Wenshuo Li, Yingjie Zhai, Xinghao Chen

机构 * Peking University（北京大学）； Huawei Noah’s Ark Lab（华为诺亚实验室）

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

Comments NeurIPS 2025

2505.22038 2025-10-24 cs.CV cs.AI 81%

Balanced Token Pruning: Accelerating Vision Language Models Beyond Local Optimization

Kaiyuan Li, Xiaoyue Chen, Chen Gao, Yong Li, Xinlei Chen

机构 * Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院）； BNRist, Tsinghua University（清华大学北京研究院）

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

Comments Accepted by Neurips 2025

2510.20639 2025-10-24 cs.CV 79%

Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging

Ibrahim Ethem Hamamci, Sezgin Er, Suprosanna Shit, Hadrien Reynaud, Dong Yang, Pengfei Guo, Marc Edgar, Daguang Xu, Bernhard Kainz, Bjoern Menze

机构 * University of Zurich（苏黎世大学）； NVIDIA ； Imperial College London（伦敦帝国理工学院）； FAU Erlangen-Nürnberg（埃尔朗根-纽伦堡大学）

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

Comments NeurIPS 2025

2505.19201 2025-10-24 cs.CL 67%

DREAM: Drafting with Refined Target Features and Entropy-Adaptive Cross-Attention Fusion for Multimodal Speculative Decoding

Yunhai Hu, Tianhua Xia, Zining Liu, Rahul Raman, Xingyu Liu, Bo Bao, Eric Sather, Vithursan Thangarasa, Sai Qian Zhang

机构 * Courant Institute of Mathematical Sciences, New York University（纽约大学数学科学学院）； Tandon School of Engineering, New York University（纽约大学工程学院）； Cerebras Systems Inc.（Cerebras Systems公司）； University of Pennsylvania（宾夕法尼亚大学）

专题命中 VLM训练与架构：vision-language model(abstract)；LLaVA(abstract)

2408.15172 2025-10-24 cs.IR cs.CL cs.CV 57%

X-Reflect: Cross-Reflection Prompting for Multimodal Recommendation

Hanjia Lyu, Ryan Rossi, Xiang Chen, Md Mehrab Tanjim, Stefano Petrangeli, Somdeb Sarkhel, Jiebo Luo

机构 * University of Rochester（罗切斯特大学）； Adobe Research（Adobe研究）

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

1. 视觉问答 3 篇