多模态信息融合

A Mutual-Structure Weighted Sub-Pixel Multimodal Optical Remote Sensing Image Matching Method

一种互结构加权的子像素多模光学遥感图像匹配方法

Tao Huang, Hongbo Pan, Nanxi Zhou, Siyuan Zou, Shun Zhou

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

AI总结 本文提出了一种基于相位一致性互结构加权的子像素多模光学遥感图像匹配方法，通过粗到细的框架提升匹配精度，实测平均精度达0.4像素。

DGE-YOLO: Dual-Branch Gathering and Attention for Accurate UAV Object Detection

DGE-YOLO：双分支聚集与注意力用于准确的无人机目标检测

Kunwei Lv, Zhiren Xiao, Hang Ren, Ping Lan

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

AI总结 DGE-YOLO 通过双分支架构和高效多尺度注意力机制，提升多模态无人机目标检测的准确性和鲁棒性。

Comments 5 pages, 5 figures

MambaSeg: Harnessing Mamba for Accurate and Efficient Image-Event Semantic Segmentation

MambaSeg: 利用Mamba实现准确且高效的图像事件语义分割

Fuqiang Gu, Yuanke Li, Xianlei Long, Kangping Ji, Chao Chen, Qingyi Gu, Zhenliang Ni

专题命中 红外-可见光融合 ：multimodal fusion(abstract)；分类 cs.CV

AI总结 MambaSeg通过双分支框架和双维交互模块，实现高效准确的多模态语义分割，适用于快速运动和低光条件下的图像事件分割任务。

Comments Accepted by AAAI 2026

DM$^3$T: Harmonizing Modalities via Diffusion for Multi-Object Tracking

DM$^3$T: 通过扩散和谐多模态以实现多目标跟踪

Weiran Li, Yeqiang Liu, Yijie Wei, Mina Han, Qiannan Guo, Zhenbo Li

机构 * China Agricultural University（中国农业大学） ； Beijing Normal University（北京师范大学） 纠错

专题命中 红外-可见光融合 ：multimodal fusion(abstract)；分类 cs.CV

AI总结 DM$^3$T通过扩散模型实现多模态特征对齐，提升多目标跟踪的准确性和鲁棒性。

On Modality Incomplete Infrared-Visible Object Detection: An Architecture Compatibility Perspective

Shuo Yang, Yinghui Xing, Shizhou Zhang, Zhilong Niu

机构 * Shuo Yang ； Yinghui Xing ； Shizhou Zhang ； Zhilong Niu 纠错

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

DCDB: Dynamic Conditional Dual Diffusion Bridge for Ill-posed Multi-Tasks

Chengjie Huang, Jiafeng Yan, Jing Li, Lu Bai

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

Comments The article contains factual errors

Towards a Generalizable Fusion Architecture for Multimodal Object Detection

Jad Berjawi, Yoann Dupas, Christophe C'erin

机构 * Université Grenoble Alpes（格勒诺布尔大学） ； Université Sorbonne Paris Nord（巴黎-萨克勒大学） ； INRIA（法国国家信息与自动化研究所） 纠错

专题命中 红外-可见光融合 ：multimodal fusion(abstract)；分类 cs.CV

Comments 8 pages, 8 figures, accepted at ICCV 2025 MIRA Workshop

DOD-SA: Infrared-Visible Decoupled Object Detection with Single-Modality Annotations

Hang Jin, Chenqiang Gao, Junjie Guo, Fangcen Liu, Kanghui Tian, Qinyao Chang

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

Comments 9 pages, 5 figures

LSFDNet: A Single-Stage Fusion and Detection Network for Ships Using SWIR and LWIR

Yanyin Guo, Runxuan An, Junwei Li, Zhiyuan Zhang

机构 * Zhejiang University（浙江大学） ； Singapore Management University（新加坡管理学院） 纠错

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

Comments ACMMM2025

Strong Baseline: Multi-UAV Tracking via YOLOv12 with BoT-SORT-ReID

Yu-Hsi Chen

机构 * The University of Melbourne（墨尔本大学） 纠错

专题命中 红外-可见光融合 ：information fusion(abstract)；分类 cs.CV

Comments 10 pages, 5 figures, 5 tables

Journal ref Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops, 2025, pp. 6573-6582

Multispectral Detection Transformer with Infrared-Centric Feature Fusion

Seongmin Hwang, Daeyoung Han, Moongu Jeon

机构 * Artificial Intelligence Graduate School, Gwangju Institute of Science and Technology (GIST)（人工智能研究生院，全州科学技术院（GIST）） ； School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology (GIST)（电气工程与计算机科学学院，全州科学技术院（GIST）） 纠错

专题命中 红外-可见光融合 ：sensor fusion(abstract)；分类 cs.CV

Comments Under Review

Two-Stream Spatial-Temporal Transformer Framework for Person Identification via Natural Conversational Keypoints

Masoumeh Chapariniya, Hossein Ranjbar, Teodora Vukovic, Sarah Ebling, Volker Dellwo

专题命中 红外-可见光融合 ：feature-level fusion(abstract)；分类 cs.CV

Comments I would like to withdraw this submission due to the need for substantial revisions in the results and analysis. I plan to correct and improve the study and submit a more complete version in the near future

Deep Fusion of Ultra-Low-Resolution Thermal Camera and Gyroscope Data for Lighting-Robust and Compute-Efficient Rotational Odometry

Farida Mohsen, Ali Safa

机构 * College of Science and Engineering, Hamad Bin Khalifa University（哈马德·本·哈利法大学科学与工程学院） 纠错

专题命中 红外-可见光融合 ：sensor fusion(abstract)；分类 cs.RO

Cross-Spectral Body Recognition with Side Information Embedding: Benchmarks on LLCM and Analyzing Range-Induced Occlusions on IJB-MDF

Anirudh Nanduri, Siyuan Huang, Rama Chellappa

机构 * University of Maryland College Park（马里兰大学 College Park 分校） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

CRADMap: Applied Distributed Volumetric Mapping with 5G-Connected Multi-Robots and 4D Radar Perception

Maaz Qureshi, Alexander Werner, Zhenan Liu, Amir Khajepour, George Shaker, William Melek

机构 * Faculty of Mechanical and Mechatronics Engineering, University of Waterloo（机械与机电工程学院，滑铁卢大学） 纠错

专题命中 红外-可见光融合 ：sensor fusion(abstract)；分类 cs.RO

Comments 7 pages, 5 figures, IEEE, ICARM

DFVO: Learning Darkness-free Visible and Infrared Image Disentanglement and Fusion All at Once

Qi Zhou, Yukai Shi, Xiaojun Yang, Xiaoyu Xian, Lunjia Liao, Ruimao Zhang, Liang Lin

机构 * School of Information Engineering, Guangdong University of Technology（广东技术大学信息工程学院） ； Key Laboratory of Photonic Technology for Integrated Sensing and Communication, Ministry of Education of China（中国教育部长 Photonic Technology for Integrated Sensing and Communication 重点实验室） ； CRRC Institute Co., Ltd.（CRRC研究院） ； UBTECH Robotics Co., Ltd（UBTECH机器人有限公司） ； School of Data Science, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）数据科学学院） ； School of Data and Computer Science, Sun Yat-sen University（中山大学数据与计算机科学学院） 纠错

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

Thermal-LiDAR Fusion for Robust Tunnel Localization in GNSS-Denied and Low-Visibility Conditions

Lukas Schichler, Karin Festl, Selim Solmaz, Daniel Watzenig

机构 * Virtual Vehicle Research GmbH（虚拟车辆研究有限公司） 纠错

专题命中 红外-可见光融合 ：sensor fusion(abstract)；分类 cs.RO

Comments Submitted to IAVVC 2025

Semantic-Aligned Learning with Collaborative Refinement for Unsupervised VI-ReID

De Cheng, Lingfeng He, Nannan Wang, Dingwen Zhang, Xinbo Gao

机构 * Xidian University（西电大学） ； Northwestern Polytechnical University（西北工业大学） ； Chongqing University of Posts and Telecommunications（重庆邮电大学） 纠错

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

Comments Accepted by IJCV 2025

Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions

Weizhen He, Yiheng Deng, Shixiang Tang, Qihao Chen, Qingsong Xie, Yizhou Wang, Lei Bai, Feng Zhu, Rui Zhao, Wanli Ouyang, Donglian Qi, Yunfeng Yan

机构 * Zhejiang University（浙江大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； SenseTime Research（商汤科技研究院） ； Liaoning Technical University（辽宁工程技术大学） ； Shanghai Jiao Tong University（上海交通大学） ； Qing Yuan Research Institute, Shanghai Jiao Tong University（上海交通大学清元研究院） 纠错

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

LL-Gaussian: Low-Light Scene Reconstruction and Enhancement via Gaussian Splatting for Novel View Synthesis

Hao Sun, Fenggen Yu, Huiyao Xu, Tao Zhang, Changqing Zou

机构 * Zhejiang Lab（浙江实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； State Key Lab of CAD&CG, Zhejiang University（浙江大学计算机辅助设计与图形学国家重点实验室） ； Simon Fraser University（Simon Fraser大学） ； Hangzhou Dianzi University（杭州电子科技大学） 纠错

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

Comments Project page: https://sunhao242.github.io/LL-Gaussian_web.github.io/

RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models

Mehdi Moshtaghi, Siavash H. Khajavi, Joni Pajarinen

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

CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion

Shoubin Yu, Jaehong Yoon, Mohit Bansal

专题命中 红外-可见光融合 ：multimodal fusion(abstract)；分类 cs.CV

Comments ICLR 2025; first two authors contributed equally. Project page: https://CREMA-VideoLLM.github.io/

Multi-Domain Biometric Recognition using Body Embeddings

Anirudh Nanduri, Siyuan Huang, Rama Chellappa

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

Text-IRSTD: Leveraging Semantic Text to Promote Infrared Small Target Detection in Complex Scenes

Feng Huang, Shuyuan Zheng, Zhaobing Qiu, Huanxian Liu, Huanxin Bai, Liqiong Chen

专题命中 红外-可见光融合 ：information fusion(abstract)；分类 cs.CV

MASTER: Multimodal Segmentation with Text Prompts

Fuyang Liu, Shun Lu, Jilin Mei, Yu Hu

专题命中 红外-可见光融合 ：multimodal fusion(abstract)；分类 cs.CV

VIIS: Visible and Infrared Information Synthesis for Severe Low-light Image Enhancement

Chen Zhao, Mengyuan Yu, Fan Yang, Peiguang Jing

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

Comments Accepted to WACV 2025

Mix-Modality Person Re-Identification: A New and Practical Paradigm

Wei Liu, Xin Xu, Hua Chang, Xin Yuan, Zheng Wang

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

FD2-Net: Frequency-Driven Feature Decomposition Network for Infrared-Visible Object Detection

Ke Li, Di Wang, Zhangyuan Hu, Shaofeng Li, Weiping Ni, Lin Zhao, Quan Wang

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

Comments This work is accepted by AAAI 2025

DEYOLO: Dual-Feature-Enhancement YOLO for Cross-Modality Object Detection

Yishuo Chen, Boran Wang, Xinyu Guo, Wenbin Zhu, Jiasheng He, Xiaobin Liu, Jing Yuan

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

Journal ref The International Conference on Pattern Recognition (ICPR),2024

Paying more attention to local contrast: improving infrared small target detection performance via prior knowledge

Peichao Wang, Jiabao Wang, Yao Chen, Rui Zhang, Yang Li, Zhuang Miao

专题命中 红外-可见光融合 ：information fusion(abstract)；分类 cs.CV

Comments 16 pages, 8 figures