视觉大模型 / VLM

2507.04377 2025-08-12 cs.CV cs.CL cs.MM 57%

Multi-Modal Semantic Parsing for the Interpretation of Tombstone Inscriptions

Xiao Zhang, Johan Bos

机构 * University of Groningen（格罗宁根大学）

专题命中文档图表理解：vision-language model(abstract)；分类 cs.CV

Comments ACMMM 2025

2508.07975 2025-08-12 cs.IR cs.CL 50%

Improving Document Retrieval Coherence for Semantically Equivalent Queries

Stefano Campese, Alessandro Moschitti, Ivano Lauriola

机构 * Amazon AGI（亚马逊人工智能研究院）； University of Trento（特伦托大学）

专题命中文档图表理解：grounding(abstract)

2502.05855 2025-08-12 cs.RO cs.CV 83%

DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control

Junjie Wen, Yichen Zhu, Jinming Li, Zhibin Tang, Chaomin Shen, Feifei Feng

专题命中 GUI与屏幕智能体：vision-language model(title,abstract)；VLM(abstract)；分类 cs.CV

Comments The webpage is at https://dex-vla.github.io/. DexVLA is accepted by CoRL 2025

2508.07814 2025-08-12 cs.RO 82%

SwarmVLM: VLM-Guided Impedance Control for Autonomous Navigation of Heterogeneous Robots in Dynamic Warehousing

Malaika Zafar, Roohan Ahmed Khan, Faryal Batool, Yasheerah Yaqoot, Ziang Guo, Mikhail Litvinov, Aleksey Fedoseev, Dzmitry Tsetserukou

机构 * Intelligent Space Robotics Laboratory, Skolkovo Institute of Science and Technology（智能空间机器人实验室，斯克洛科沃科学与技术研究所）

专题命中 GUI与屏幕智能体：VLM(title,abstract)；vision language model(abstract)

2508.07406 2025-08-12 cs.RO cs.AI cs.CV 73%

AgriVLN: Vision-and-Language Navigation for Agricultural Robots

Xiaobei Zhao, Xingqi Lyu, Xiang Li

专题命中 GUI与屏幕智能体：vision-language model(abstract)；VLM(abstract)；分类 cs.CV、cs.AI

2505.22792 2025-08-12 cs.CV 70%

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization

Yuxi Zhang, Yueting Li, Xinyu Du, Sibo Wang

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））； University of California, Berkeley（加州大学伯克利分校）

专题命中 GUI与屏幕智能体：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

2508.06553 2025-08-12 cs.CV 57%

Static and Plugged: Make Embodied Evaluation Simple

Jiahao Xiao, Jianbo Zhang, BoWen Yan, Shengyu Guo, Tongrui Ye, Kaiwei Zhang, Zicheng Zhang, Xiaohong Liu, Zhengxue Cheng, Lei Fan, Chuyi Li, Guangtao Zhai

专题命中 GUI与屏幕智能体：vision-language model(abstract)；分类 cs.CV

2503.06134 2025-08-12 cs.CV 57%

X2I: Seamless Integration of Multimodal Understanding into Diffusion Transformer via Attention Distillation

Jian Ma, Qirong Peng, Xu Guo, Chen Chen, Haonan Lu, Zhenyu Yang

机构 * OPPO AI Center（OPPO人工智能中心）； Tsinghua University（清华大学）

专题命中 GUI与屏幕智能体：multimodal large language model(abstract)；分类 cs.CV

Comments Accepted to ICCV 2025

2508.07432 2025-08-12 cs.CV cs.AI 81%

Freeze and Reveal: Exposing Modality Bias in Vision-Language Models

Vivek Hruday Kavuri, Vysishtya Karanam, Venkata Jahnavi Venkamsetty, Kriti Madumadukala, Lakshmipathi Balaji Darur, Ponnurangam Kumaraguru

机构 * IIIT Hyderabad

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

2508.06530 2025-08-12 cs.CV cs.LG 81%

What Makes "Good" Distractors for Object Hallucination Evaluation in Large Vision-Language Models?

Ming-Kun Xie, Jia-Hao Xiao, Gang Niu, Lei Feng, Zhiqiang Kou, Min-Ling Zhang, Masashi Sugiyama

机构 * Center for Advanced Intelligence Project, RIKEN（先进智能项目中心，日本理化学研究所）； Southeast University（东南大学）； The University of Tokyo（东京大学）

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

2504.16104 2025-08-12 cs.CY 78%

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models

Aditya Gulati, Moreno D'Incà, Nicu Sebe, Bruno Lepri, Nuria Oliver

专题命中幻觉与鲁棒性：multimodal large language model(title,abstract)

Comments 39 pages, 4 figures, 33 tables; Accepted for publication at the Eighth AAAI/ACM Conference on AI, Ethics and Society (AIES 2025) (https://www.aies-conference.com/2025/)

2508.07648 2025-08-12 cs.RO cs.AI cs.LG 73%

Grasp-HGN: Grasping the Unexpected

Mehrshad Zandigohar, Mallesham Dasari, Gunar Schirner

专题命中幻觉与鲁棒性：vision language model(abstract)；LLaVA(abstract)；分类 cs.AI、cs.LG

Comments Paper accepted at ACM Transactions on Embedded Computing Systems

2503.20208 2025-08-12 cs.RO cs.AI cs.LG 73%

Learning Adaptive Dexterous Grasping from Single Demonstrations

Liangzhi Shi, Yulin Liu, Lingqi Zeng, Bo Ai, Zhengdong Hong, Hao Su

机构 * University of California, San Diego（加州大学圣地亚哥分校）； Tsinghua University（清华大学）； Hillbot

专题命中幻觉与鲁棒性：vision-language model(abstract)；VLM(abstract)；分类 cs.AI、cs.LG

2507.14533 2025-08-12 cs.CV 70%

ArtiMuse: Fine-Grained Image Aesthetics Assessment with Joint Scoring and Expert-Level Understanding

Shuo Cao, Nan Ma, Jiayang Li, Xiaohui Li, Lihao Shao, Kaiwen Zhu, Yu Zhou, Yuandong Pu, Jiarui Wu, Jiaquan Wang, Bo Qu, Wenhai Wang, Yu Qiao, Dajuin Yao, Yihao Liu

专题命中幻觉与鲁棒性：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

Comments 43 pages, 31 figures, 13 tables

2508.07989 2025-08-12 cs.CV cs.HC 57%

The Escalator Problem: Identifying Implicit Motion Blindness in AI for Accessibility

Xiantao Zhang

机构 * Beihang University（北航大学）

专题命中幻觉与鲁棒性：multimodal large language model(abstract)；分类 cs.CV

Comments 9 pages, 3 figures, 2 tables. Accepted at CV4A11y, ICCV 2025

2508.07818 2025-08-12 cs.CV 57%

Segmenting and Understanding: Region-aware Semantic Attention for Fine-grained Image Quality Assessment with Large Language Models

Chenyue Song, Chen Hui, Haiqi Zhu, Feng Jiang, Yachun Mi, Wei Zhang, Shaohui Liu

专题命中幻觉与鲁棒性：MLLM(abstract)；分类 cs.CV

2508.06623 2025-08-12 cs.CV 57%

ContextGuard-LVLM: Enhancing News Veracity through Fine-grained Cross-modal Contextual Consistency Verification

Sihan Ma, Qiming Wu, Ruotong Jiang, Frank Burns

机构 * Inner Mongolia University of Science & Technology（内蒙古科技大学）； Federal University of Rio de Janeiro（里约热内卢联邦大学）

专题命中幻觉与鲁棒性：LLaVA(abstract)；分类 cs.CV

2508.07835 2025-08-12 cs.CV 83%

Effortless Vision-Language Model Specialization in Histopathology without Annotation

Jingna Qiu, Nishanth Jain, Jonas Ammeling, Marc Aubreville, Katharina Breininger

机构 * Friedrich-Alexander-Universität Erlangen-Nürnberg（弗里德里希-亚历山大-厄林根-纽伦堡大学）； Ingolstadt University of Applied Sciences（因戈尔施塔特应用科学大学）； Flensburg University of Applied Sciences（弗拉森堡应用科学大学）； Julius-Maximilians-Universität Würzburg（朱利叶斯-马克斯-魏扎克大学）

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

2508.07658 2025-08-12 cs.HC 82%

Through Their Eyes: User Perceptions on Sensitive Attribute Inference of Social Media Videos by Visual Language Models

Shuning Zhang, Gengrui Zhang, Yibo Meng, Ziyi Zhang, Hantao Zhao, Xin Yi, Hewu Li

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

2502.00425 2025-08-12 cs.CV cs.AI 82%

MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization

JiangYong Yu, Sifan Zhou, Dawei Yang, Shuo Wang, Shuoyu Li, Xing Hu, Chen Xu, Zukang Xu, Changyong Shu, Zhihang Yuan

机构 * Southeast University（东南大学）； Xi'an Jiaotong University（西安交通大学）

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

Comments Accepted by ACM MM 2025. First PTQ solution for Multimodal large language models applicable to 5 mainstream MLLMs

2508.06895 2025-08-12 cs.CV cs.AI 81%

BASIC: Boosting Visual Alignment with Intrinsic Refined Embeddings in Multimodal Large Language Models

Jianting Tang, Yubo Wang, Haoyu Cao, Linli Xu

机构 * University of Science and Technology of China（中国科学技术大学）； State Key Laboratory of Cognitive Intelligence（认知智能国家重点实验室）

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

Comments Accepted to ICCV 2025

2508.06525 2025-08-12 cs.CV 70%

Large Language Models Facilitate Vision Reflection in Image Classification

Guoyuan An, JaeYoon Kim, SungEui Yoon

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

2407.14904 2025-08-12 eess.IV cs.AI cs.CL cs.CV 62%

Large-vocabulary forensic pathological analyses via prototypical cross-modal contrastive learning

Chen Shen, Chunfeng Lian, Wanqing Zhang, Fan Wang, Jianhua Zhang, Shuanliang Fan, Xin Wei, Gongji Wang, Kehan Li, Hongshu Mu, Hao Wu, Xinggong Liang, Jianhua Ma, Zhenyuan Wang

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

Comments 28 pages, 6 figures, under review

2508.07804 2025-08-12 cs.CV 57%

Pose-RFT: Enhancing MLLMs for 3D Pose Generation via Hybrid Action Reinforcement Fine-Tuning

Bao Li, Xiaomei Zhang, Miao Xu, Zhaoxin Fan, Xiangyu Zhu, Zhen Lei

机构 * CASIA（中国科学院自动化研究所）； UCAS（中国科学院大学）； CAIR, HKISI, CAS（中国科学院自动化研究所）； Beihang University（北京航空航天大学）

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

2508.07738 2025-08-12 cs.LG 57%

Separation and Collaboration: Two-Level Routing Grouped Mixture-of-Experts for Multi-Domain Continual Learning

Jialu Zhou, Dianxi Shi, Shaowu Yang, Xinyu Wei, Mingyue Yang, Leqian Li, Mengzhu Wang, Chunping Qiu

专题命中 VLM训练与架构：multimodal large language model(abstract)；分类 cs.LG

2508.07766 2025-08-12 cs.CV cs.AI 81%

UniSVG: A Unified Dataset for Vector Graphic Understanding and Generation with Multimodal Large Language Models

Jinke Li, Jiarui Yu, Chenxing Wei, Hande Dong, Qiang Lin, Liangjing Yang, Zhicai Wang, Yanbin Hao

机构 * Zhejiang University（浙江大学）； Tencent（腾讯）； Shenzhen University（深圳大学）； Hefei University of Technology（合肥工业大学）

专题命中其他VLM ：multimodal large language model(title)；MLLM(abstract)；分类 cs.CV、cs.AI

Comments Accepted at ACM MM 2025 Dataset Track

2412.05148 2025-08-12 cs.CV cs.AI cs.LG 75%

LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation

Donald Shenaj, Ondrej Bohdal, Mete Ozay, Pietro Zanuttigh, Umberto Michieli

专题命中其他VLM ：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV、cs.AI、cs.LG

Comments ICCV 2025. Project page: https://donaldssh.github.io/LoRA.rar

2504.12436 2025-08-12 cs.CV cs.AI 62%

Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation

Nairouz Mrabah, Nicolas Richet, Ismail Ben Ayed, Éric Granger

机构 * LIVIA ； ILLS ； Department of Systems Engineering, ÉTS Montreal（系统工程系，蒙特利尔ÉTS）； ÉTS Montreal（蒙特利尔ÉTS）

专题命中其他VLM ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments ICCV2025

2406.08035 2025-08-12 cs.CV cs.AI 62%

LVBench: An Extreme Long Video Understanding Benchmark

Weihan Wang, Zehai He, Wenyi Hong, Yean Cheng, Xiaohan Zhang, Ji Qi, Xiaotao Gu, Shiyu Huang, Bin Xu, Yuxiao Dong, Ming Ding, Jie Tang

机构 * Zhipu AI（智谱AI）； Tsinghua University（清华大学）

专题命中其他VLM ：multimodal large language model(abstract)；分类 cs.CV、cs.AI

2508.08220 2025-08-12 cs.CV 57%

Learning User Preferences for Image Generation Model

Wenyi Mo, Ying Ba, Tianyu Zhang, Yalong Bai, Biye Li

专题命中其他VLM ：multimodal large language model(abstract)；分类 cs.CV

1. 文档图表理解 2 篇