视觉大模型 / VLM

JRDB-Reasoning: A Difficulty-Graded Benchmark for Visual Reasoning in Robotics

Simindokht Jahangard, Mehrzad Mohammadi, Yi Shen, Zhixi Cai, Hamid Rezatofighi

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

CoT-Segmenter: Enhancing OOD Detection in Dense Road Scenes via Chain-of-Thought Reasoning

Jeonghyo Song, Kimin Yun, DaeUng Jo, Jinyoung Kim, Youngjoon Yoo

机构 * Department of Artificial Intelligence, Chung-Ang University（Chung-Ang大学人工智能系） ； Visual Intelligence Lab., ETRI（ETRI视觉智能实验室） ； University of Science and Technology (UST)（科技大学（UST）） ； School of Electronics Engineering, Kyungpook National University（Kyungpook国立大学电子工程学院） 纠错

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

Comments 6 pages, 3 figures. Accepted at IEEE International Conference on Advanced Visual and Signal-Based Systems 2025

Social Debiasing for Fair Multi-modal LLMs

Harry Cheng, Yangyang Guo, Qingpei Guo, Ming Yang, Tian Gan, Weili Guan, Liqiang Nie

专题命中 视觉推理 ：MLLM(abstract)；分类 cs.AI

Comments Project page: https://github.com/xaCheng1996/Social_Debiasing_For_Fair_MLLMs

LaViPlan : Language-Guided Visual Path Planning with RLVR

Hayeon Oh

机构 * Electronics and Telecommunications Research Institute（电子通信研究院） 纠错

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

Comments Accepted to the 2nd ICCV 2025 Workshop on the Challenge of Out-of-Label Hazards in Autonomous Driving (13 pages, 6 figures)

ExpVG: Investigating the Design Space of Visual Grounding in Multimodal Large Language Model

Weitai Kang, Weiming Zhuang, Zhizhong Li, Yan Yan, Lingjuan Lyu

机构 * University of Illinois Chicago（伊利诺伊大学香槟分校） ； Sony AI（索尼人工智能） 纠错

专题命中 视觉定位与Grounding ：grounding(title,abstract)；multimodal large language model(title,abstract)；LLaVA(abstract)；MLLM(abstract)

Comments 8 pages for the main paper

Multiscale Video Transformers for Class Agnostic Segmentation in Autonomous Driving

Leila Cheshmi, Mennatullah Siam

机构 * Ontariotechu（安大略理工学院） 纠错

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

Comments 6 pages, 2 figures, 1 table

CLIPSym: Delving into Symmetry Detection with CLIP

Tinghan Yang, Md Ashiqur Rahman, Raymond A. Yeh

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

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

KnowDR-REC: A Benchmark for Referring Expression Comprehension with Real-World Knowledge

Guanghao Jin, Jingpei Wu, Tianpei Guo, Yiyi Niu, Weidong Zhou, Guoyang Liu

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

Confidence Estimation for Text-to-SQL in Large Language Models

Sepideh Entezari Maleki, Mohammadreza Pourreza, Davood Rafiei

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

Boosting Chart-to-Code Generation in MLLM via Dual Preference-Guided Refinement

Zhihan Zhang, Yixin Cao, Lizi Liao

机构 * Singapore Management University（新加坡国立管理学院） ； Fudan University（复旦大学） 纠错

专题命中 文档图表理解 ：MLLM(title)；multimodal large language model(abstract)；分类 cs.AI

Comments Accepted by ACM MM 2025

EndoVLA: Dual-Phase Vision-Language-Action Model for Autonomous Tracking in Endoscopy

Chi Kit Ng, Long Bai, Guankun Wang, Yupeng Wang, Huxin Gao, Kun Yuan, Chenhan Jin, Tieyong Zeng, Hongliang Ren

机构 * The Chinese University of Hong Kong（香港中文大学） ； Technical University of Munich（慕尼黑技术大学） 纠错

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

Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving

Tianyuan Zhang, Ting Jin, Lu Wang, Jiangfan Liu, Siyuan Liang, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * Beihang University（北航大学） ； Nanyang Technological University（南洋理工大学） ； Henan University of Science and Technology（河南科技大学） 纠错

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

G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Jiahui Gao, Renjie Pi, Jipeng Zhang, Jiacheng Ye, Wanjun Zhong, Yufei Wang, Lanqing Hong, Jianhua Han, Hang Xu, Zhenguo Li, Lingpeng Kong

机构 * Noah’s Ark Lab（诺亚 Ark 实验室） ； The University of Hong Kong（香港大学） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 VLM训练与架构 ：LLaVA(title,abstract)；multimodal large language model(abstract)

Comments 10 pages

MetaWild: A Multimodal Dataset for Animal Re-Identification with Environmental Metadata

Yuzhuo Li, Di Zhao, Tingrui Qiao, Yihao Wu, Bo Pang, Yun Sing Koh

机构 * University of Auckland（奥克兰大学） 纠错

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

Comments 7 pages, 6 figures

AdaRing: Towards Ultra-Light Vision-Language Adaptation via Cross-Layer Tensor Ring Decomposition

Ying Huang, Yuanbin Man, Wenqi Jia, Zhengzhong Tu, Junzhou Huang, Miao Yin

机构 * University of Texas at Arlington（德克萨斯理工大学） ； Texas A&M University（德克萨斯A&M大学） 纠错

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

Benchmarking Vector, Graph and Hybrid Retrieval Augmented Generation (RAG) Pipelines for Open Radio Access Networks (ORAN)

Sarat Ahmad, Zeinab Nezami, Maryam Hafeez, Syed Ali Raza Zaidi

机构 * School of Electronic and Electrical Engineering（电子与电气工程学院） 纠错

专题命中 VLM训练与架构 ：grounding(abstract)；分类 cs.AI

Multi-Rationale Explainable Object Recognition via Contrastive Conditional Inference

Ali Rasekh, Sepehr Kazemi Ranjbar, Simon Gottschalk

机构 * Leibniz University Hannover（汉诺威莱布尼茨大学） ； L3S Research Center（L3S研究中心） 纠错

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

The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Language Model Agents

Lixu Wang, Kaixiang Yao, Xinfeng Li, Dong Yang, Haoyang Li, Xiaofeng Wang, Wei Dong

机构 * Nanyang Technological University（南洋理工大学） ； The University of Tokyo（东京大学） ； Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 其他VLM ：multimodal large language model(title,abstract)；MLLM(abstract)

Comments 22 pages, 4 figures