多模态信息融合

MRF-Based Multispectral Image Fusion Using an Adaptive Approach Based on Edge-Guided Interpolation

Mohammad Reza Khosravi, Mohammad Sharif-Yazd, Mohammad Kazem Moghimi, Ahmad Keshavarz, Habib Rostami, Suleiman Mansouri

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

Comments 12 pages

Journal ref Journal of Geographic Information System, vol. 9, no. 2, pp. 114-125 (2017)

Late or Earlier Information Fusion from Depth and Spectral Data? Large-Scale Digital Surface Model Refinement by Hybrid-cGAN

Ksenia Bittner, Marco Körner, Peter Reinartz

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

Comments 8 pages, This work was accepted to be presented at the IEEE/ISPRS Workshop on Large Scale Computer Vision for Remote Sensing Imagery (EarthVision) to be held at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019

Target-adaptive CNN-based pansharpening

Giuseppe Scarpa, Sergio Vitale, Davide Cozzolino

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

Pansharpening via Detail Injection Based Convolutional Neural Networks

Lin He, Yizhou Rao, Jun Li, Antonio Plaza, Jiawei Zhu

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

A Multi-Scale and Multi-Depth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening

Qiangqiang Yuan, Yancong Wei, Xiangchao Meng, Huanfeng Shen, Liangpei Zhang

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

Boosting the accuracy of multi-spectral image pan-sharpening by learning a deep residual network

Yancong Wei, Qiangqiang Yuan, Huanfeng Shen, Liangpei Zhang

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

Comments 5 pages,5 figures, 1 table

A Survey of Pansharpening Methods with A New Band-Decoupled Variational Model

Joan Duran, Antoni Buades, Bartomeu Coll, Catalina Sbert, Gwendoline Blanchet

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

Journal ref ISPRS Journal of Photogrammetry and Remote Sensing, vol. 125, pp. 78-105, 2017

Hyperspectral pansharpening: a review

Laetitia Loncan, Luis B. Almeida, José M. Bioucas-Dias, Xavier Briottet, Jocelyn Chanussot, Nicolas Dobigeon, Sophie Fabre, Wenzhi Liao, Giorgio A. Licciardi, Miguel Simões, Jean-Yves Tourneret, Miguel A. Veganzones, Gemine Vivone, Qi Wei, Naoto Yokoya

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

Hyperspectral pan-sharpening: a variational convex constrained formulation to impose parallel level lines, solved with ADMM

Alexis Huck, François de Vieilleville, Pierre Weiss, Manuel Grizonnet

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

Comments 4 pages, detailed version of proceedings of conference IEEE WHISPERS 2014

Image Fusion Techniques in Remote Sensing

Reham Gharbia, Ahmad Taher Azar, Ali El Baz, Aboul Ella Hassanien

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

Towards Intelligent Urban Park Development Monitoring: LLM Agents for Multi-Modal Information Fusion and Analysis

面向智能城市公园发展监测：LLM代理用于多模态信息融合与分析

Zixuan Xiao, Chunguang Hu, Jun Ma

专题命中 遥感融合与全色锐化 ：information fusion(title,abstract)

AI总结 本研究提出基于LLM的多模态代理框架，用于提升城市公园发展监测中多模态数据的融合与分析能力，解决传统方法在高级分析和灵活适应性方面的不足。

Journal ref IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2025, Aug 3-8 2025

XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting

Ziqi Wang, Hailiang Zhao, Cheng Bao, Wenzhuo Qian, Yuhao Yang, Xueqiang Sun, Shuiguang Deng

专题命中 遥感融合与全色锐化 ：multimodal fusion(title,abstract)

Information Fusion in Smart Agriculture: Machine Learning Applications and Future Research Directions

Aashu Katharria, Kanchan Rajwar, Millie Pant, Juan D. Velásquez, Václav Snášel, Kusum Deep

专题命中 遥感融合与全色锐化 ：information fusion(title,abstract)

Distributionally Robust Resource Allocation with Trust-aided Parametric Information Fusion

Yanru Guo, Bo Zhou, Ruiwei Jiang, Xi, Yang, Siqian Shen

专题命中 遥感融合与全色锐化 ：information fusion(title,abstract)

Comments 6 pages, 5 figures, accepted by the Proceedings of the 63rd IEEE Conference on Decision and Control (CDC 2024), Milan, Italy, December 2024

Multimodal fusion for sea level anomaly forecasting

Guosong Wang, Xidong Wang, Xinrong Wu, Kexiu Liu, Yiquan Qi, Chunjian Sun, Hongli Fu

专题命中 遥感融合与全色锐化 ：multimodal fusion(title,abstract)

Segment-based fusion of multi-sensor multi-scale satellite soil moisture retrievals

Reza Attarzadeh, Hossein Bagheri, Iman Khosravi, Saeid Niazmardi, Davood Akbarid

专题命中 遥感融合与全色锐化 ：image fusion(abstract)；sensor fusion(abstract)；multi-sensor fusion(abstract)；分类 eess.IV

Journal ref REMOTE SENSING LETTERS, 2022, VOL 13, NO 12, 1260-1270

Uncertainty-Aware Multimodal Fusion for Oral Lesion Classification

面向口腔病变分类的患者感知多模态RGB-HSI融合：通过增量启发式元学习

Soujanya Hazra, Rupam Mukherjee, Rajkumar Daniel, Shirin Dasgupta, Subhamoy Mandal

机构 * 1 School of Medical Science \& Technology, IIT Kharagpur, India 2 Department of Electrical Engineering, IIT Kharagpur, India 3 Dr. B.C. Roy Multispeciality Medical Research Centre, IIT Kharagpur, India 纠错

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

AI总结 本文提出了一种面向口腔病变分类的患者感知多模态RGB-HSI融合方法，结合深度学习、光谱分析和人口统计数据，通过增量启发式元学习提升诊断鲁棒性。

Comments Accepted at MICCAI MultiTab Workshop 2026

NGPS: GPS-Denied Aerial Geo-Localization and 2.5D Reconstruction via Deep Satellite Image Matching and Multi-Rate Sensor Fusion

NGPS：通过深度卫星图像匹配和多速率传感器融合实现无GPS的航空地理定位和2.5D重建

Sanket Sharma

专题命中 遥感融合与全色锐化 ：sensor fusion(title)；分类 cs.CV、cs.RO

AI总结 研究针对高空无人机视觉地理定位问题，提出NGPS框架，通过深度卫星图像匹配及多速率传感器融合实现无GPS绝对定位，结合多种技术，经实验在五个飞行序列上取得良好效果，相比单目VIO有显著提升，且能实时运行并部分开源。

Comments 9 pages (8-page paper + IEEE copyright/citation cover page), 6 figures. Accepted to IEEE/RSJ IROS 2026

Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model

Jian Zhu, He Wang, Yang Xu, Zebin Wu, Zhihui Wei

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China（计算机科学与工程学院，南京理工大学，南京，中国） 纠错

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

Comments cvpr

Degradation Alchemy: Self-Supervised Unknown-to-Known Transformation for Blind Hyperspectral Image Fusion

He Huang, Yong Chen, Yujun Guo, Wei He

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

HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion

Chia-Ming Lee, Yu-Fan Lin, Yu-Hao Ho, Li-Wei Kang, Chih-Chung Hsu

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

Comments Submitted to IGARSS 2025

Hipandas: Hyperspectral Image Joint Denoising and Super-Resolution by Image Fusion with the Panchromatic Image

Shuang Xu, Zixiang Zhao, Haowen Bai, Chang Yu, Jiangjun Peng, Xiangyong Cao, Deyu Meng

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

Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representations

Ting Wang, Zipei Yan, Jizhou Li, Xile Zhao, Chao Wang, Michael Ng

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

Multispectral Stereo-Image Fusion for 3D Hyperspectral Scene Reconstruction

Eric L. Wisotzky, Jost Triller, Anna Hilsmann, Peter Eisert

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

Comments VISAPP 2024 - 19th International Conference on Computer Vision Theory and Applications

Journal ref In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP; ISBN 978-989-758-679-8, SciTePress, pages 88-99, 2024

CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion

Chih-Chung Hsu, Chih-Chien Ni, Chia-Ming Lee, Li-Wei Kang

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

Comments Submitted to TIP 2024

Physics-Inspired Degradation Models for Hyperspectral Image Fusion

Jie Lian, Lizhi Wang, Lin Zhu, Renwei Dian, Zhiwei Xiong, Hua Huang

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

Hyperspectral Image Fusion via Logarithmic Low-rank Tensor Ring Decomposition

Jun Zhang, Lipeng Zhu, Chao Wang, Shutao Li

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

Comments 21 pages

Robust Hyperspectral Image Fusion with Simultaneous Guide Image Denoising via Constrained Convex Optimization

Saori Takeyama, Shunsuke Ono

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

Comments Accepted to IEEE Transactions on Geoscience and Remote Sensing

Information fusion approach for biomass estimation in a plateau mountainous forest using a synergistic system comprising UAS-based digital camera and LiDAR

Rong Huang, Wei Yao, Zhong Xu, Lin Cao, Xin Shen

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

Two Headed Dragons: Multimodal Fusion and Cross Modal Transactions

Rupak Bose, Shivam Pande, Biplab Banerjee

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

Comments Accepted in IEEE International conference on Image Processing (ICIP), 2021