视觉大模型 / VLM

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Jian Chen, Wenye Ma, Penghang Liu, Wei Wang, Tengwei Song, Ming Li, Chenguang Wang, Jiayu Qin, Ruiyi Zhang, Changyou Chen

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

Comments Under Review

Few-shot Vision-based Human Activity Recognition with MLLM-based Visual Reinforcement Learning

Wenqi Zheng, Yutaka Arakawa

机构 * Graduate School（研究生院） ； Faculty of Information Science（信息科学系） ； Electrical Engineering（电气工程） ； Kyushu University（九州大学） ； JAPAN（日本） 纠错

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

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting

Atin Pothiraj, Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

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

Comments ICCV 2025

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

Tiancheng Han, Yunfei Gao, Yong Li, Wuzhou Yu, Qiaosheng Zhang, Wenqi Shao

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

Comments 9 pages, 6 figures

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Runqi Qiao, Qiuna Tan, Peiqing Yang, Yanzi Wang, Xiaowan Wang, Enhui Wan, Sitong Zhou, Guanting Dong, Yuchen Zeng, Yida Xu, Jie Wang, Chong Sun, Chen Li, Honggang Zhang

机构 * BUPT（北京邮电大学） ； WeChat Vision, Tencent Inc.（腾讯公司） ； Tsinghua University（清华大学） 纠错

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

Comments Working in progress

IAD-R1: Reinforcing Consistent Reasoning in Industrial Anomaly Detection

Yanhui Li, Yunkang Cao, Chengliang Liu, Yuan Xiong, Xinghui Dong, Chao Huang

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

The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference

Maël Jullien, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester, UK（曼彻斯特大学计算机科学系） ； National Biomarker Centre, CRUK-MI, University of Manchester, UK（曼彻斯特大学国家生物标志物中心） ； Idiap Research Institute, Switzerland（日内瓦IDIAP研究所） ； School of Computer Science, University of Sheffield, UK（谢菲尔德大学计算机科学学院） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments 19 pages