视觉大模型 / VLM - arXivDaily 专题

2509.17664 2025-09-23 cs.CV cs.AI 88%

SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models

Pingyi Chen, Yujing Lou, Shen Cao, Jinhui Guo, Lubin Fan, Yue Wu, Lin Yang, Lizhuang Ma, Jieping Ye

机构 * Zhejiang University（浙江大学）； Westlake University（西湖大学）； Alibaba Cloud Computing（阿里云 computing）； Shanghai Jiao Tong University（上海交通大学）

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

Comments Accepted by NeurIPS 2025

2509.16680 2025-09-23 cs.CV cs.AI cs.LG 87%

ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering

Xingjian Diao, Weiyi Wu, Keyi Kong, Peijun Qing, Xinwen Xu, Ming Cheng, Soroush Vosoughi, Jiang Gui

机构 * Dartmouth College（达特茅斯学院）； Shandong University（山东大学）； Harvard University（哈佛大学）

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

Comments Accepted to EMNLP 2025 Main Conference

2509.17588 2025-09-23 cs.CV cs.AI cs.LG 85%

Interpreting Attention Heads for Image-to-Text Information Flow in Large Vision-Language Models

Jinyeong Kim, Seil Kang, Jiwoo Park, Junhyeok Kim, Seong Jae Hwang

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

2509.16633 2025-09-23 cs.CV cs.AI cs.CL 84%

When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs

Abhirama Subramanyam Penamakuri, Navlika Singh, Piyush Arora, Anand Mishra

机构 * Indian Institute of Technology Jodhpur（印度理工学院朱诺尔）

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

Comments Accepted to EMNLP (Main) 2025

2509.16628 2025-09-23 cs.CV 83%

Enhancing Scientific Visual Question Answering via Vision-Caption aware Supervised Fine-Tuning

Janak Kapuriya, Anwar Shaikh, Arnav Goel, Medha Hira, Apoorv Singh, Jay Saraf, Sanjana, Vaibhav Nauriyal, Avinash Anand, Zhengkui Wang, Rajiv Ratn Shah

机构 * Indraprastha Institute of Information Technology, Delhi（印度德里印度理工学院）； Singapore Institute of Technology（新加坡理工学院）

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

2503.18172 2025-09-23 cs.CL cs.AI 83%

Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering

Zixin Chen, Sicheng Song, Kashun Shum, Yanna Lin, Rui Sheng, Weiqi Wang, Huamin Qu

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学）

专题命中视觉问答：multimodal large language model(title,abstract)；MLLM(abstract)；分类 cs.AI

Comments 34 pages in total, EMNLP 2025

2406.17974 2025-09-23 cs.CL cs.CV 79%

Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts

Xuyang Wu, Yuan Wang, Hsin-Tai Wu, Zhiqiang Tao, Yi Fang

机构 * Santa Clara University（圣克拉拉大学）； DOCOMO Innovations, Inc.（DOCOMO创新公司）； Rochester Institute of Technology（罗切斯特理工学院）

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

Comments EMNLP Findings

2509.16476 2025-09-23 cs.CV 77%

Eye Gaze Tells You Where to Compute: Gaze-Driven Efficient VLMs

Qinyu Chen, Jiawen Qi

机构 * Leiden Institute of Advanced Computer Science (LIACS)（莱顿先进计算机科学研究所）

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

Comments 11 pages

2509.16618 2025-09-23 cs.CV cs.AI 76%

Surgical-MambaLLM: Mamba2-enhanced Multimodal Large Language Model for VQLA in Robotic Surgery

Pengfei Hao, Hongqiu Wang, Shuaibo Li, Zhaohu Xing, Guang Yang, Kaishun Wu, Lei Zhu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））； Imperial College London（帝国理工学院伦敦分校）； The Hong Kong University of Science and Technology（香港科学与技术大学）

专题命中视觉问答：multimodal large language model(title)；分类 cs.CV、cs.AI

Comments Early accepted by MICCAI2025

2411.03823 2025-09-23 cs.CV cs.AI cs.CL cs.MM 73%

Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM

Dingjie Song, Sicheng Lai, Mingxuan Wang, Shunian Chen, Lichao Sun, Benyou Wang

机构 * Lehigh University（莱维大学）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））

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

Comments Accepted to EMNLP 2025 Findings

2509.17961 2025-09-23 cs.CL 50%

Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants' Question-Answering in Asynchronous Learning Environments

Li Siyan, Zhen Xu, Vethavikashini Chithrra Raghuram, Xuanming Zhang, Renzhe Yu, Zhou Yu

机构 * Columbia University（哥伦比亚大学）

专题命中视觉问答：grounding(abstract)

Comments Accepted in EMNLP 2025 Findings

1. 视觉问答 11 篇

SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models

ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering

Interpreting Attention Heads for Image-to-Text Information Flow in Large Vision-Language Models

When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs

Enhancing Scientific Visual Question Answering via Vision-Caption aware Supervised Fine-Tuning

Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering

Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts

Eye Gaze Tells You Where to Compute: Gaze-Driven Efficient VLMs

Surgical-MambaLLM: Mamba2-enhanced Multimodal Large Language Model for VQLA in Robotic Surgery

Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM

Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants' Question-Answering in Asynchronous Learning Environments