视觉大模型 / VLM

PISA-Bench: The PISA Index as a Multilingual and Multimodal Metric for the Evaluation of Vision-Language Models

Patrick Haller, Fabio Barth, Jonas Golde, Georg Rehm, Alan Akbik

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

Comments 8 pages, 11 tables and figures

A Multimodal Recaptioning Framework to Account for Perceptual Diversity Across Languages in Vision-Language Modeling

Kyle Buettner, Jacob T. Emmerson, Adriana Kovashka

机构 * Intelligent Systems Program（智能系统项目） ； Department of Computer Science（计算机科学系） 纠错

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

Comments Accepted at IJCNLP-AACL 2025 (Main)

Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models

Kunhao Li, Wenhao Li, Di Wu, Lei Yang, Jun Bai, Ju Jia, Jason Xue

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

Comments Accepted at AAAI 2026 as a Conference Paper (Oral Presentation)

UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning

Ye Liu, Zongyang Ma, Junfu Pu, Zhongang Qi, Yang Wu, Ying Shan, Chang Wen Chen

机构 * The Hong Kong Polytechnic University（香港理工大学） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； vivo Mobile Communication Co.（vivo移动通信公司） ； MindWingman Technology (Shenzhen) Co., Ltd.（深圳MindWingman技术有限公司） 纠错

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

Comments NeurIPS 2025 Camera Ready. Project Page: https://polyu-chenlab.github.io/unipixel/

SpatialTraceGen: High-Fidelity Traces for Efficient VLM Spatial Reasoning Distillation

Gio Huh, Dhruv Sheth, Rayhan Zirvi, Frank Xiao

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

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on Efficient Reasoning

A Multi-Modal Neuro-Symbolic Approach for Spatial Reasoning-Based Visual Grounding in Robotics

Simindokht Jahangard, Mehrzad Mohammadi, Abhinav Dhall, Hamid Rezatofighi

机构 * Faculty of Information Technology, Monash University（信息技术学院，墨尔本大学） ； Department of Electrical Engineering, Sharif University of Technology（电气工程系，谢赫大学） 纠错

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

Physics Context Builders: A Modular Framework for Physical Reasoning in Vision-Language Models

Vahid Balazadeh, Mohammadmehdi Ataei, Hyunmin Cheong, Amir Hosein Khasahmadi, Rahul G. Krishnan

机构 * University of Toronto（多伦多大学） ； Autodesk Research（Autodesk研究） 纠错

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

ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model

Juntian Zhang, Song Jin, Chuanqi Cheng, Yuhan Liu, Yankai Lin, Xun Zhang, Yufei Zhang, Fei Jiang, Guojun Yin, Wei Lin, Rui Yan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Meituan（美团） ； MBZUAI ； Wuhan University（武汉大学） 纠错

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

ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area

Junxian Li, Di Zhang, Xunzhi Wang, Zeying Hao, Jingdi Lei, Qian Tan, Cai Zhou, Wei Liu, Yaotian Yang, Xinrui Xiong, Weiyun Wang, Zhe Chen, Wenhai Wang, Wei Li, Shufei Zhang, Mao Su, Wanli Ouyang, Yuqiang Li, Dongzhan Zhou

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

Comments 11 pages, updated version

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

Wenyi Xiao, Leilei Gan

机构 * Zhejiang University（浙江大学） 纠错

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

EvoCAD: Evolutionary CAD Code Generation with Vision Language Models

Tobias Preintner, Weixuan Yuan, Adrian König, Thomas Bäck, Elena Raponi, Niki van Stein

机构 * Institute of Advanced Computer Science, Leiden University, Leiden, The Netherlands（先进计算机科学研究所，莱顿大学，莱顿，荷兰） 纠错

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

Comments Accepted to IEEE ICTAI 2025

AMSbench: A Comprehensive Benchmark for Evaluating MLLM Capabilities in AMS Circuits

Yichen Shi, Ze Zhang, Hongyang Wang, Zhuofu Tao, Zhongyi Li, Bingyu Chen, Yaxin Wang, Zhen huang, Xuhua Liu, Quan Chen, Zhiping Yu, Ting-Jung Lin, Lei He

机构 * Shanghai Jiao Tong University（上海交通大学） ； University of California, Los Angeles（美国加州大学洛杉矶分校） ； Tsinghua University（清华大学） ； Southern University of Science and Technology（南方科技大学） ； Eastern Institute of Technology, Ningbo（宁波东部技术研究所） 纠错

专题命中 视觉推理 ：MLLM(title,abstract)；分类 cs.AI、cs.LG

SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models

Hongxing Li, Dingming Li, Zixuan Wang, Yuchen Yan, Hang Wu, Wenqi Zhang, Yongliang Shen, Weiming Lu, Jun Xiao, Yueting Zhuang

机构 * Zhejiang University（浙江大学） 纠错

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

Comments Project Page: https://zju-real.github.io/SpatialLadder/ Code: https://github.com/ZJU-REAL/SpatialLadder

ImageNet-Think-250K: A Large-Scale Synthetic Dataset for Multimodal Reasoning for Vision Language Models

Krishna Teja Chitty-Venkata, Murali Emani

机构 * Argonne National Laboratory（阿贡国家实验室） 纠错

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

Comments Preprint

ReWatch-R1: Boosting Complex Video Reasoning in Large Vision-Language Models through Agentic Data Synthesis

Congzhi Zhang, Zhibin Wang, Yinchao Ma, Jiawei Peng, Yihan Wang, Qiang Zhou, Jun Song, Bo Zheng

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts

Fan Yuan, Yuchen Yan, Yifan Jiang, Haoran Zhao, Tao Feng, Jinyan Chen, Yanwei Lou, Wenqi Zhang, Yongliang Shen, Weiming Lu, Jun Xiao, Yueting Zhuang

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

Comments 68 pages, 6 figures, Project Page: https://zju-real.github.io/GSM8K-V Code: https://github.com/ZJU-REAL/GSM8K-V Datasets: https://huggingface.co/datasets/ZJU-REAL/GSM8K-V

VTPerception-R1: Enhancing Multimodal Reasoning via Explicit Visual and Textual Perceptual Grounding

Yizhuo Ding, Mingkang Chen, Zhibang Feng, Tong Xiao, Wanying Qu, Wenqi Shao, Yanwei Fu

机构 * Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The University of Hong Kong（香港大学） ； Shenzhen University（深圳大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Assessing Visual Privacy Risks in Multimodal AI: A Novel Taxonomy-Grounded Evaluation of Vision-Language Models

Efthymios Tsaprazlis, Tiantian Feng, Anil Ramakrishna, Rahul Gupta, Shrikanth Narayanan

机构 * University of Southern California（南加州大学） ； Amazon AGI（亚马逊人工智能实验室） 纠错

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

Imagine, Verify, Execute: Memory-guided Agentic Exploration with Vision-Language Models

Seungjae Lee, Daniel Ekpo, Haowen Liu, Furong Huang, Abhinav Shrivastava, Jia-Bin Huang

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

Comments Project webpage: https://ive-robot.github.io/

Interpretable Physics Reasoning and Performance Taxonomy in Vision-Language Models

Pranav Pawar, Kavish Shah, Akshat Bhalani, Komal Kasat, Dev Mittal, Hadi Gala, Deepali Patil, Nikita Raichada, Monali Deshmukh

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

FloodVision: Urban Flood Depth Estimation Using Foundation Vision-Language Models and Domain Knowledge Graph

Zhangding Liu, Neda Mohammadi, John E. Taylor

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

Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models

Xin Huang, Ruibin Li, Tong Jia, Wei Zheng, Ya Wang

机构 * School of Artificial Intelligence and Software Engineering, Nanyang Normal University, Henan, China（人工智能与软件工程学院，南阳师范学院，河南） ； Institute for Artificial Intelligence, Peking University, Beijing, China（人工智能研究院，北京大学，北京） ； Collaborative Innovation Center of Intelligent Explosion-proof Equipment, Henan, China（智能防爆设备协同创新中心，河南） 纠错

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

Comments Accepted at the International Joint Conference on Artificial Intelligence (IJCAI 2025)

SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models

Zhenwei Tang, Difan Jiao, Blair Yang, Ashton Anderson

机构 * Department of Computer Science, University of Toronto（多伦多大学计算机科学系） ； Coolwei AI Lab（Coolwei人工智能实验室） 纠错

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

Comments COLM 2025

SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models

Nader Zantout, Haochen Zhang, Pujith Kachana, Jinkai Qiu, Guofei Chen, Ji Zhang, Wenshan Wang

机构 * Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所） 纠错

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

Comments 8 pages, 6 figures, published in IROS 2025

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models

Yiyan Ji, Haoran Chen, Qiguang Chen, Chengyue Wu, Libo Qin, Wanxiang Che

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； The University of Hong Kong（香港大学） ； Central South University（中南大学） 纠错

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

Comments Accepted to ACM Multimedia 2025

AirCache: Activating Inter-modal Relevancy KV Cache Compression for Efficient Large Vision-Language Model Inference

Kai Huang, Hao Zou, Bochen Wang, Ye Xi, Zhen Xie, Hao Wang

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning

Fan Shi, Bin Li, Xiangyang Xue

机构 * Shanghai Key Laboratory of Intelligent Information Processing, School of Computer Science, Fudan University（上海智能信息处理重点实验室，计算机科学学院，复旦大学） 纠错

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

Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation

Qiyue Gao, Xinyu Pi, Kevin Liu, Junrong Chen, Ruolan Yang, Xinqi Huang, Xinyu Fang, Lu Sun, Gautham Kishore, Bo Ai, Stone Tao, Mengyang Liu, Jiaxi Yang, Chao-Jung Lai, Chuanyang Jin, Jiannan Xiang, Benhao Huang, Zeming Chen, David Danks, Hao Su, Tianmin Shu, Ziqiao Ma, Lianhui Qin, Zhiting Hu

机构 * UC San Diego ； JHU Cornell Tech ； EPFL ； UMich 纠错

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

Comments ACL 2025 (Findings)

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing

Junfei Wu, Jian Guan, Kaituo Feng, Qiang Liu, Shu Wu, Liang Wang, Wei Wu, Tieniu Tan

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； Ant Group（蚂蚁集团） ； CUHK MMLab（香港中文大学MMLab） ； Nanjing University（南京大学） 纠错

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