视觉大模型 / VLM - arXivDaily 专题

2506.16962 2025-10-23 cs.CV cs.AI cs.CL 86%

Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search

Haoran Sun, Yankai Jiang, Wenjie Lou, Yujie Zhang, Wenjie Li, Lilong Wang, Mianxin Liu, Lei Liu, Xiaosong Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Fudan University（复旦大学）； Shanghai Jiao Tong University（上海交通大学）

专题命中视觉推理：multimodal large language model(title,abstract)；visual question answering(abstract)；MLLM(abstract)；分类 cs.CV、cs.AI

2510.19559 2025-10-23 cs.CV cs.AI cs.IR cs.MM 84%

A Matter of Time: Revealing the Structure of Time in Vision-Language Models

Nidham Tekaya, Manuela Waldner, Matthias Zeppelzauer

机构 * St. Pölten University of Applied Sciences（施普伦特应用科学大学）

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

2510.19358 2025-10-23 cs.CL cs.AI 83%

M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models

Yejin Kwon, Taewoo Kang, Hyunsoo Yoon, Changouk Kim

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

Comments Submitted to LREC 2026. 11 pages, 5 figures

2510.19451 2025-10-23 cs.CV cs.MM 79%

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学）； China University of Petroleum (East China)（中国石油大学（华东））

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

Comments Accepted by ACM Multimedia 2025

2505.24625 2025-10-23 cs.CV cs.AI 73%

Learning from Videos for 3D World: Enhancing MLLMs with 3D Vision Geometry Priors

Duo Zheng, Shijia Huang, Yanyang Li, Liwei Wang

机构 * The Chinese University of Hong Kong（香港中文大学）

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

Comments Accepted by NeurIPS 2025

2510.19555 2025-10-23 cs.CV cs.CL 70%

[De|Re]constructing VLMs' Reasoning in Counting

Simone Alghisi, Gabriel Roccabruna, Massimo Rizzoli, Seyed Mahed Mousavi, Giuseppe Riccardi

机构 * University of Trento（特伦托大学）； Amazon（亚马逊公司）； SISLab（SIS实验室）； Department of Information Engineering and Computer Science（信息工程与计算机科学系）

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

Comments This work has been submitted to the IEEE for possible publication

2506.12323 2025-10-23 cs.CV 70%

Doctor Approved: Generating Medically Accurate Skin Disease Images through AI-Expert Feedback

Janet Wang, Yunbei Zhang, Zhengming Ding, Jihun Hamm

机构 * Tulane University（路易斯安那州立大学）

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

Comments NeurIPS 2025

2510.19808 2025-10-23 cs.CV cs.CL cs.LG 62%

Pico-Banana-400K: A Large-Scale Dataset for Text-Guided Image Editing

Yusu Qian, Eli Bocek-Rivele, Liangchen Song, Jialing Tong, Yinfei Yang, Jiasen Lu, Wenze Hu, Zhe Gan

机构 * Apple（苹果公司）

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

2507.16814 2025-10-23 cs.LG cs.CV 62%

Semi-off-Policy Reinforcement Learning for Vision-Language Slow-Thinking Reasoning

Junhao Shen, Haiteng Zhao, Yuzhe Gu, Songyang Gao, Kuikun Liu, Haian Huang, Jianfei Gao, Dahua Lin, Wenwei Zhang, Kai Chen

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

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

2510.19055 2025-10-23 cs.AI cs.SD eess.AS 57%

The MUSE Benchmark: Probing Music Perception and Auditory Relational Reasoning in Audio LLMS

Brandon James Carone, Iran R. Roman, Pablo Ripollés

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

Comments 5 pages, 2 figures, 2 tables

2503.21776 2025-10-23 cs.CV 57%

Video-R1: Reinforcing Video Reasoning in MLLMs

Kaituo Feng, Kaixiong Gong, Bohao Li, Zonghao Guo, Yibing Wang, Tianshuo Peng, Junfei Wu, Xiaoying Zhang, Benyou Wang, Xiangyu Yue

机构 * CUHK MMLab（香港中文大学多模态实验室）； CUHK (SZ)（香港中文大学（深圳））； Tsinghua University（清华大学）； UCAS（中国科学院大学）； CUHK HCCL（香港中文大学高性能计算实验室）

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

Comments NeurIPS 2025, Project page: https://github.com/tulerfeng/Video-R1

1. 视觉推理 11 篇