AI 大模型

多模态大模型

跨文本、图像、视频、音频等模态的大模型与学习方法。

2025-11-20 至 2025-11-20 共收录 6 篇信号源：cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 跨模态检索 6 篇

2511.15435 2025-11-20 cs.CV cs.AI cs.IR 84%

HV-Attack: Hierarchical Visual Attack for Multimodal Retrieval Augmented Generation

HV-Attack：多模态检索增强生成的分层视觉攻击

Linyin Luo, Yujuan Ding, Yunshan Ma, Wenqi Fan, Hanjiang Lai

机构 * The Hong Kong Polytechnic University（香港理工大学）； Sun Yat-Sen University（中山大学）； Singapore Management University（新加坡管理学院）

专题命中跨模态检索：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CV、cs.AI

AI总结本文提出了一种分层视觉攻击方法，通过在图像输入中添加不可察觉扰动，破坏多模态检索增强生成系统的检索和生成性能。

2510.19579 2025-11-20 cs.CV cs.AI cs.LG 81%

Multi-modal Co-learning for Earth Observation: Enhancing single-modality models via modality collaboration

Francisco Mena, Dino Ienco, Cassio F. Dantas, Roberto Interdonato, Andreas Dengel

机构 * Department of Computer Science, University of Kaiserslautern-Landau (RPTU)（科斯拉尔特伦大学计算机科学系）； SDS, German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心（DFKI））； INRAE, UMR TETIS, University of Montpellier（蒙彼利埃大学UMR TETIS）； CIRAD, UMR TETIS, University of Montpellier（蒙彼利埃大学UMR TETIS）； INRIA, EVERGREEN, University of Montpellier（蒙彼利埃大学）

专题命中跨模态检索：multi-modal(title,abstract)；分类 cs.CV、cs.AI

Comments Accepted at the Machine Learning journal, CfP: Discovery Science 2024

Journal ref Machine Learning 114, 279 (2025)

2511.15308 2025-11-20 cs.CV 70%

Text2Loc++: Generalizing 3D Point Cloud Localization from Natural Language

Yan Xia, Letian Shi, Yilin Di, Joao F. Henriques, Daniel Cremers

机构 * School of Artificial Intelligence and Data Science, University of Science and Technology of China（人工智能与数据科学学院，中国科学技术大学）； Technical University of Munich（慕尼黑技术大学）； Visual Geometry Group, University of Oxford（牛津大学视觉几何组）

专题命中跨模态检索：multimodal(abstract)；cross-modal(abstract)；分类 cs.CV

Comments This paper builds upon and extends our earlier conference paper Text2Loc presented at CVPR 2024

2502.15488 2025-11-20 cs.CV cs.AI 62%

FQ-PETR: Fully Quantized Position Embedding Transformation for Multi-View 3D Object Detection

Jiangyong Yu, Changyong Shu, Sifan Zhou, Zichen Yu, Xing Hu, Yan Chen, Dawei Yang

机构 * HOUMO AI

专题命中跨模态检索：multi-modal(abstract)；分类 cs.CV、cs.AI

Comments This paper is acceptted by AAAI 2026

2511.08008 2025-11-20 cs.AI 57%

Combining LLM Semantic Reasoning with GNN Structural Modeling for Multi-View Multi-Label Feature Selection

Zhiqi Chen, Yuzhou Liu, Jiarui Liu, Wanfu Gao

专题命中跨模态检索：multimodal(abstract)；分类 cs.AI

Comments 9 pages, 5 figures

2505.14160 2025-11-20 cs.CL cs.LG 57%

Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models

Zahraa Al Sahili, Ioannis Patras, Matthew Purver

机构 * Queen Mary University of London（伦敦大学玛丽女王学院）； Institut Jožef Stefan（乔泽夫·斯蒂芬研究所）

专题命中跨模态检索：image-text(abstract)；分类 cs.CL

Comments Accepted at IJCNLP-AACL 2025