视觉与机器人

多模态信息融合

面向图像、视频、多传感器和跨模态感知的信息融合，包括 Image Fusion、红外可见光、遥感、医学影像、LiDAR/雷达/相机和音视频融合。

2025-11-20 至 2025-11-20 共收录 7 篇信号源：cs.CV, eess.IV, eess.SP, cs.RO, cs.MM

1. 通用Image Fusion 1 篇

2503.07033 2025-11-20 cs.CV 85%

One Latent Space to Rule All Degradations: Unifying Restoration Knowledge for Image Fusion

Haolong Ma, Hui Li, Chunyang Cheng, Zeyang Zhang, Xiaoqing Luo, Xiaoning Song, Xiao-Jun Wu

机构 * Jiangnan University（江南大学）； Suzhou University of Science and Technology（苏州科技大学）

专题命中通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(abstract)；infrared and visible(abstract)；分类 cs.CV

2. 红外-可见光融合 1 篇

2511.15016 2025-11-20 cs.CV 79%

CKDA: Cross-modality Knowledge Disentanglement and Alignment for Visible-Infrared Lifelong Person Re-identification

Zhenyu Cui, Jiahuan Zhou, Yuxin Peng

机构 * Zhenyu Cui, Jiahuan Zhou, Yuxin Peng（作者）

专题命中红外-可见光融合：visible-infrared(title,abstract)；分类 cs.CV

3. 音视频/视觉语言融合 1 篇

2511.14766 2025-11-20 cs.IR cs.MM 57%

OTCR: Optimal Transmission, Compression and Representation for Multimodal Information Extraction

Yang Li, Yajiao Wang, Wenhao Hu, Zhixiong Zhang, Mengting Zhang

专题命中音视频/视觉语言融合：multimodal fusion(abstract)；分类 cs.MM

Comments 5 pages, 3 figures

4. 融合架构与评测 4 篇

2404.10210 2025-11-20 cs.CV 79%

MK-SGN: A Spiking Graph Convolutional Network with Multimodal Fusion and Knowledge Distillation for Skeleton-based Action Recognition

Naichuan Zheng, Hailun Xia, Zeyu Liang, Yuchen Du

机构 * Beijing Laboratory of Advanced Information Networks, Beijing Key Laboratory of Network System Architecture and Convergence, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications（北京先进信息网络实验室、网络系统架构与收敛重点实验室、信息与通信工程学院、北京邮电大学）

专题命中融合架构与评测：multimodal fusion(title,abstract)；分类 cs.CV

2507.04638 2025-11-20 cs.CV 57%

UGG-ReID: Uncertainty-Guided Graph Model for Multi-Modal Object Re-Identification

Xixi Wan, Aihua Zheng, Bo Jiang, Beibei Wang, Chenglong Li, Jin Tang

机构 * Information Materials and Intelligent Sensing Laboratory of Anhui Province, School of Artificial Intelligence, Anhui University（安徽省信息材料与智能感知实验室，人工智能学院，安徽大学）； Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University（安徽省多模态认知计算重点实验室，计算机科学与技术学院，安徽大学）

专题命中融合架构与评测：multi-modal fusion(abstract)；分类 cs.CV

2511.15062 2025-11-20 cs.LG 50%

Interpretable temporal fusion network of multi- and multi-class arrhythmia classification

Yun Kwan Kim

专题命中融合架构与评测：information fusion(abstract)

Comments [Doctoral dissertation, Korea University, 2025]

2511.14770 2025-11-20 cs.IR cs.AI 50%

ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models

Bo Ma, LuYao Liu, ZeHua Hu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China

专题命中融合架构与评测：multi-modal fusion(abstract)