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。

2025-10-22 至 2025-10-22 共收录 5 篇信号源：cs.CV, eess.IV, eess.SP, cs.RO, cs.MM

1. 通用Image Fusion 1 篇

2408.05914 2025-10-22 cs.CV 57%

Learning Collaborative Knowledge with Multimodal Representation for Polyp Re-Identification

Suncheng Xiang, Jiale Guan, Shilun Cai, Jiacheng Ruan, Dahong Qian

机构 * Shanghai Jiao Tong University（上海交通大学）； Zhongshan Hospital of Fudan University（复旦大学中山医院）

专题命中通用Image Fusion ：multimodal fusion(abstract)；分类 cs.CV

2. 红外-可见光融合 1 篇

2505.19858 2025-10-22 cs.CV 77%

A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking

Zixiang Zhao, Haowen Bai, Bingxin Ke, Yukun Cui, Lilun Deng, Yulun Zhang, Kai Zhang, Konrad Schindler

机构 * ETH Zürich（苏黎世联邦理工学院）； Xi’an Jiaotong University（西安交通大学）； Shanghai Jiao Tong University（上海交通大学）； Nanjing University（南京大学）

专题命中红外-可见光融合：image fusion(abstract)；multi-focus(abstract)；multi-exposure(abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2025 (Spotlight)

3. 遥感融合与全色锐化 1 篇

2510.18400 2025-10-22 cs.CV 79%

Bayesian Fully-Connected Tensor Network for Hyperspectral-Multispectral Image Fusion

Linsong Shan, Zecan Yang, Laurence T. Yang, Changlong Li, Honglu Zhao, Xin Nie

机构 * School of Computer Science and Technology, Huazhong University of Science and Technology（华中科技大学计算机科学与技术学院）； School of Computer Science and Artificial Intelligence, Zhengzhou University（郑州大学计算机科学与人工智能学院）； Department of Computer Science, St. Francis Xavier University（圣弗朗西斯大学计算机科学系）

专题命中遥感融合与全色锐化：image fusion(title,abstract)；分类 cs.CV

4. 融合架构与评测 2 篇

2510.17305 2025-10-22 cs.CV cs.MM 62%

LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding

ZhaoYang Han, Qihan Lin, Hao Liang, Bowen Chen, Zhou Liu, Wentao Zhang

机构 * Huazhong University of Science and Technology（华中科技大学）； Peking University（北京大学）

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

Comments Submitted to ARR Rolling Review

2508.16122 2025-10-22 cs.CL 50%

Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection

Ankan Mullick, Saransh Sharma, Abhik Jana, Pawan Goyal

机构 * IIT Kharagpur, India（印度理工学院Kharagpur）； Adobe Research, India（Adobe研究）； IIT Bhubaneswar, India（印度理工学院Bhubaneswar）

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

Comments EMNLP 2025 Main Conference Full Paper

Journal ref EMNLP 2025 Main Conference Full Paper