arXivDaily arXiv每日学术速递 周一至周五更新

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。

共收录 4749 信号源:cs.CV, eess.IV, eess.SP, cs.RO, cs.MM

1. 遥感融合与全色锐化 319 篇

2605.01490 2026-05-05 cs.CV cs.AI cs.LG 79%

CGFformer: Cluster-Guidance Frequency Transformer for Pansharpening

CGFformer:用于全色锐化中的簇引导频率变换器

Zijian Zhou, Jianing Zhang, Kai Sun, Xiangyu Zhao, Chunxia Zhang, Xiangyong Cao

机构 * College of Artificial Intelligence, Xi’an Jiaotong University(西安交通大学人工智能学院) School of Mathematics and Statistics, Xi’an Jiaotong University(西安交通大学数学与统计学学院) School of Computer Science and Technology, Xi’an Jiaotong University(西安交通大学计算机科学与技术学院)

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

AI总结 CGFformer通过簇引导频率变换器解决全色锐化中频率分布和频率-空间交互问题,采用自适应分离模块和双流精炼模块提升去噪效果,实验表明其在多个基准数据集上表现优异。

Comments 35 pages, 12 pages

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2604.14622 2026-04-17 cs.CV 79%

Multigrain-aware Semantic Prototype Scanning and Tri-Token Prompt Learning Embraced High-Order RWKV for Pan-Sharpening

多粒度感知语义原型扫描与三token提示学习融合高阶RWKV用于全分辨率融合

Junfeng Li, Wenyang Zhou, Xueheng Li, Xuanhua He, Jianhou Gan, Wenqi Ren

机构 * Shenzhen Campus of Sun Yat-sen University(中山大学深圳校区) Yunnan Normal University, Ministry of Education(云南师范大学教育部) Xidian University(西安电子科技大学) University of Science and Technology of China(中国科学技术大学) The Hong Kong University of Science and Technology(香港理工大学) MoE Key Laboratory of Information Technology(教育部信息科学技术重点实验室)

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

AI总结 本文提出基于高阶RWKV架构和三token提示机制的多粒度感知语义原型扫描方法,通过语义驱动扫描策略、三token提示学习和可逆Q-Shift操作提升全分辨率融合性能。

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2604.12463 2026-04-15 cs.CV cs.AI 79%

Euler-inspired Decoupling Neural Operator for Efficient Pansharpening

受欧拉启发的解耦神经算子用于高效全色增强

Anqi Zhu, Mengting Ma, Yizhen Jiang, Xiangdong Li, Kai Zheng, Jiaxin Li, Wei Zhang

机构 * School of Software Technology, Zhejiang University(浙江大学软件技术学院) School of Computer Science and Technology , Chongqing University of Post and Telecommunications(重庆邮电大学计算机科学与技术学院)

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

AI总结 本文提出EDNO框架,通过欧拉公式将特征转换为极坐标系统,实现显式-隐式交互机制,提升全色增强的效率与性能平衡。

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2604.10584 2026-04-15 cs.CV 79%

CoFusion: Multispectral and Hyperspectral Image Fusion via Spectral Coordinate Attention

CoFusion:通过光谱坐标注意力实现多谱段和超谱图像融合

Baisong Li

机构 * School of Integrated Circuits, Tsinghua University, Beijing 100084, China(集成电路学院,清华大学,北京100084,中国)

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

AI总结 本文提出CoFusion框架,通过建模跨尺度和跨模态依赖,提升多谱段和超谱图像融合的空谱协同效果,实现空谱细节增强与光谱保真度的平衡。

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2604.08903 2026-04-13 cs.CV 79%

Fast Model-guided Instance-wise Adaptation Framework for Real-world Pansharpening with Fidelity Constraints

快速模型引导的实例级适应框架用于具有保真度约束的现实世界全色增强

Zhiqi Yang, Jin-Liang Xiao, Shan Yin, Liang-Jian Deng, Gemine Vivone

机构 * University of Electronic Science and Technology of China(电子科技大学) National Research Council, Institute of Methodologies for Environmental Analysis (CNR-IMAA)(国家研究委员会,环境分析方法研究所(CNR-IMAA))

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

AI总结 本文提出FMG-Pan框架,通过联合优化光谱和物理保真度约束,实现快速训练和推理,提升全色增强的跨传感器泛化能力与实时性。

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2512.06330 2026-03-18 cs.CV 79%

S2WMamba: A Wavelet-Assisted Mamba-Based Dual-Branch Network For Pansharpening

S2WMamba:一种基于小波的Mamba双分支网络用于全色合成

Haoyu Zhang, Junhan Luo, Yugang Cao, Jie Huang, Liangjian-Deng

机构 * University of Electronic Science and Technology of China(电子科技大学)

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

AI总结 本文提出S2WMamba网络,通过小波变换分离模态特定频率信息,改进全色合成中的空间细节与光谱保真度的处理,实验表明其在PSNR和HQNR指标上优于现有方法。

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2603.15109 2026-03-17 cs.CV 79%

PAKAN: Pixel Adaptive Kolmogorov-Arnold Network Modules for Pansharpening

PAKAN:用于全色增强的像素自适应Kolmogorov-Arnold网络模块

Haoyu Zhang, Haojing Chen, Zhen Zhong, Liangjian Deng

机构 * University of Electronic Science and Technology of China(电子科学与技术大学)

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

AI总结 本文提出PAKAN框架,通过2D和1D自适应KAN模块提升全色增强性能,实验表明像素自适应激活在空间-光谱融合中有效。

Comments 16 pages,5 figures,4 tables

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2603.14952 2026-03-17 cs.CV 79%

Pansharpening for Thin-Cloud Contaminated Remote Sensing Images: A Unified Framework and Benchmark Dataset

针对薄云污染的遥感图像全色增强:一个统一框架和基准数据集

Songcheng Du, Yang Zou, Jiaxin Li, Mingxuan Liu, Ying Li, Changjing Shang, Qiang Shen

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

AI总结 本文提出统一全色增强模型与薄云去除框架,通过频率解耦恢复模块和交互频域一致性模块提升图像恢复性能,并构建首个真实世界薄云污染数据集,验证了方法在实际大气退化下的优越性。

Comments 11 pages,5 figures,published in AAAI2026

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2603.00543 2026-03-09 cs.CV 79%

Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark

跨尺度 pansharpening 通过 ScaleFormer 和 PanScale 数据集

Ke Cao, Xuanhua He, Xueheng Li, Lingting Zhu, Yingying Wang, Ao Ma, Zhanjie Zhang, Man Zhou, Chengjun Xie, Jie Zhang

机构 * HFIPS, Chinese Academy of Sciences(中国科学院HFIPS) University of Science and Technology of China(中国科学技术大学) The Hong Kong University of Science and Technology(香港科学与技术大学) The University of Hong Kong(香港大学) Xiamen University(厦门大学) Zhejiang University(浙江大学)

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

AI总结 本文提出 ScaleFormer 架构和 PanScale 数据集,通过跨尺度 pansharpening 方法提升多尺度场景下的图像融合质量与泛化能力。

Comments Accepted by CVPR 2026

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2602.06529 2026-02-09 cs.CV 79%

AdaptOVCD: Training-Free Open-Vocabulary Remote Sensing Change Detection via Adaptive Information Fusion

AdaptOVCD: 无需训练的开放词汇遥感变化检测 via 自适应信息融合

Mingyu Dou, Shi Qiu, Ming Hu, Yifan Chen, Huping Ye, Xiaohan Liao, Zhe Sun

机构 * Key Laboratory of Spectral Imaging Technology CAS, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences (CAS)(光谱成像技术重点实验室、光学与精密机械研究所、中国科学院) University of Chinese Academy of Sciences(中国科学院大学) Institute of Artificial Intelligence (TeleAI), China Telecom(人工智能研究所(TeleAI),中国电信) College of Future Information Technology, Fudan University(复旦大学未来信息技术学院) State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, CAS(资源与环境信息系统国家重点实验室、地理科学与自然资源研究所、中国科学院) Key Laboratory of Low Altitude Geographic Information and Air Route, CAAC(低空地理信息与航线重点实验室、民航局) School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University(人工智能、光学与电子学院(iOPEN),西北工业大学)

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

AI总结 AdaptOVCD通过自适应信息融合实现无需训练的开放词汇遥感变化检测,有效缓解误差传播并提升检测性能。

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2512.15261 2025-12-18 cs.CV 79%

MMMamba: A Versatile Cross-Modal In Context Fusion Framework for Pan-Sharpening and Zero-Shot Image Enhancement

MMMamba: 一种多功能跨模态在上下文融合框架用于全色锐化和零样本图像增强

Yingying Wang, Xuanhua He, Chen Wu, Jialing Huang, Suiyun Zhang, Rui Liu, Xinghao Ding, Haoxuan Che

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

AI总结 MMMamba通过跨模态在上下文融合框架实现全色锐化和零样本图像增强,结合Mamba架构和多模态交错扫描机制,提升跨模态交互能力与计算效率。

Comments \link{Code}{https://github.com/Gracewangyy/MMMamba}

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2503.23793 2025-12-04 cs.CV 79%

Pan-LUT: Efficient Pan-sharpening via Learnable Look-Up Tables

Pan-LUT:通过可学习的查找表实现高效的全景锐化

Zhongnan Cai, Yingying Wang, Hui Zheng, Panwang Pan, ZiXu Lin, Ge Meng, Chenxin Li, Chunming He, Jiaxin Xie, Yunlong Lin, Junbin Lu, Yue Huang, Xinghao Ding

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University(教育部多媒体可信感知与高效计算重点实验室,厦门大学) ByteDance(字节跳动) The Chinese University of Hong Kong(香港中文大学) Duke University(杜克大学) University of Washington(华盛顿大学)

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

AI总结 Pan-LUT通过可学习的查找表实现高效全景锐化,适用于大遥感图像,兼具高性能与低计算开销。

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2508.00453 2025-12-02 cs.CV 79%

PIF-Net: Ill-Posed Prior Guided Multispectral and Hyperspectral Image Fusion via Invertible Mamba and Fusion-Aware LoRA

PIF-Net:基于可逆Mamba和融合感知LoRA的多光谱与高光谱图像融合

Baisong Li, Xingwang Wang, Haixiao Xu

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

AI总结 PIF-Net通过可逆Mamba和融合感知LoRA模块,有效解决多光谱与高光谱图像融合中的病态问题,实现高质量图像恢复与高效模型性能。

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2508.07369 2025-11-21 cs.CV 79%

Training and Inference within 1 Second -- Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring

在1秒内训练和推理——通过高效残差特征定制应对现实世界 pansharpening 的跨传感器退化

Tianyu Xin, Jin-Liang Xiao, Zeyu Xia, Shan Yin, Liang-Jian Deng

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

AI总结 通过高效残差特征定制方法,在1秒内实现跨传感器退化处理的高效训练和推理。

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2507.15059 2025-11-13 cs.CV 79%

Rethinking Pan-sharpening: A New Training Process for Full-Resolution Generalization

Ran Zhang, Xuanhua He, Li Xueheng, Ke Cao, Liu Liu, Wenbo Xu, Fang Jiabin, Yang Qize, Jie Zhang

机构 * Hefei University of Technology(合肥工业大学) University of Science and Technology of China(中国科学技术大学) Hefei Institutes of Physical Science, Chinese Academy of Sciences(中国科学院合肥物质科学研究院)

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

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2510.22217 2025-10-28 cs.CV 79%

Enpowering Your Pansharpening Models with Generalizability: Unified Distribution is All You Need

Yongchuan Cui, Peng Liu, Hui Zhang

机构 * Aerospace Information Research Institute, Chinese Academy of Sciences(中国科学院航空航天信息研究所) School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences(中国科学院大学电子电气与通信工程学院) School of Engineering Medicine, Beihang University(北航工程医学学院)

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

Comments Accepted to ICCV 2025

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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

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2508.06147 2025-08-18 cs.CV 79%

DSConv: Dynamic Splitting Convolution for Pansharpening

Xuanyu Liu, Bonan An

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

Comments The content of the paper is not yet fully developed, and the proposed approach requires further optimization. Additionally, the experimental results are incomplete and need to be supplemented. Therefore, I request the withdrawal of this submission for further revision and improvements

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2507.20311 2025-07-29 cs.CV 79%

SWIFT: A General Sensitive Weight Identification Framework for Fast Sensor-Transfer Pansharpening

Zeyu Xia, Chenxi Sun, Tianyu Xin, Yubo Zeng, Haoyu Chen, Liang-Jian Deng

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

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2310.02718 2025-07-17 cs.LG cs.CV 79%

Understanding Pan-Sharpening via Generalized Inverse

Shiqi Liu, Yihua Tan, Yutong Bai, Alan Yuille

机构 * Huazhong University of Science and Technology(华中科技大学) University of California, Berkeley(加州大学伯克利分校) Johns Hopkins University(约翰霍普金斯大学)

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

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2505.23367 2025-07-16 cs.CV cs.AI 79%

PAN-Crafter: Learning Modality-Consistent Alignment for PAN-Sharpening

Jeonghyeok Do, Sungpyo Kim, Geunhyuk Youk, Jaehyup Lee, Munchurl Kim

机构 * KAIST(韩国科学技术院) Kyungpook National University(庆北国立大学)

专题命中 遥感融合与全色锐化 :pan-sharpening(title,abstract);分类 cs.CV

Comments ICCV 2025 (camera-ready version). Please visit our project page https://kaist-viclab.github.io/PAN-Crafter_site

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2504.10242 2025-06-13 cs.CV 79%

CAT: A Conditional Adaptation Tailor for Efficient and Effective Instance-Specific Pansharpening on Real-World Data

Tianyu Xin, Jin-Liang Xiao, Zeyu Xia, Shan Yin, Liang-Jian Deng

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

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2505.06576 2025-05-19 cs.CV cs.AI 79%

Two-Stage Random Alternation Framework for One-Shot Pansharpening

Haorui Chen, Zeyu Ren, Jiaxuan Ren, Ran Ran, Jinliang Shao, Jie Huang, Liangjian Deng

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

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2504.19839 2025-04-29 cs.CV 79%

SRMF: A Data Augmentation and Multimodal Fusion Approach for Long-Tail UHR Satellite Image Segmentation

Yulong Guo, Zilun Zhang, Yongheng Shang, Tiancheng Zhao, Shuiguang Deng, Yingchun Yang, Jianwei Yin

机构 * College of Computer Science and Technology, Zhejiang University(浙江大学计算机科学与技术学院) Haina Institute of Zhejiang University, Advanced Technology Institute, Zhejiang University(浙江大学海纳研究院、先进技术研究院) Binjiang Research Institute of Zhejiang University(浙江大学滨江研究院)

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

Comments None

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2404.13659 2025-04-08 cs.CV 79%

LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing

Tong Wang, Guanzhou Chen, Xiaodong Zhang, Chenxi Liu, Xiaoliang Tan, Jiaqi Wang, Chanjuan He, Wenlin Zhou

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

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2503.13214 2025-03-24 cs.CV cs.AI 79%

A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening

Jie Huang, Haorui Chen, Jiaxuan Ren, Siran Peng, Liangjian Deng

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

Comments This paper is accepted at the CVPR Conference on Computer Vision and Pattern Recognition 2025

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2503.14975 2025-03-20 cs.CV 79%

Taming Flow Matching with Unbalanced Optimal Transport into Fast Pansharpening

Zihan Cao, Yu Zhong, Liang-Jian Deng

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

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2403.15209 2025-01-09 cs.CV 79%

MSCoTDet: Language-driven Multi-modal Fusion for Improved Multispectral Pedestrian Detection

Taeheon Kim, Sangyun Chung, Damin Yeom, Youngjoon Yu, Hak Gu Kim, Yong Man Ro

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

Comments IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

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2312.16943 2024-10-15 cs.CV 79%

Multi-scale direction-aware SAR object detection network via global information fusion

Mingxiang Cao, Weiying Xie, Jie Lei, Jiaqing Zhang, Daixun Li, Yunsong Li

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

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2406.15707 2024-06-25 cs.CV 79%

psPRF:Pansharpening Planar Neural Radiance Field for Generalized 3D Reconstruction Satellite Imagery

Tongtong Zhang, Yuanxiang Li

专题命中 遥感融合与全色锐化 :pansharpening(title);pan-sharpening(abstract);分类 cs.CV

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