多模态信息融合

Remote Sensing Image Fusion Based on Two-stream Fusion Network

Xiangyu Liu, Qingjie Liu, Yunhong Wang

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

Comments An extension of MMM 2018

Implementation and comparative quantitative assessment of different multispectral image pansharpening approches

Shailesh Panchal, Rajesh Thakker

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

Comments 14 pages

Hyperspectral Image Fusion with Spectral-Band and Fusion-Scale Agnosticism

多光谱图像融合与光谱波段及融合尺度无关性

Yu-Jie Liang, Zihan Cao, Liang-Jian Deng, Yang Yang, Malu Zhang

机构 * University of Electronic Science and Technology of China, School of Mathematical Sciences, Chengdu, China（电子科技大学数学学院） ； University of Electronic Science and Technology of China, Multi-Hazard Early Warning Key Laboratory of Sichuan Province, Chengdu, China（电子科技大学四川省多灾种早期预警重点实验室） ； University of Electronic Science and Technology of China, School of Computer Science and Engineering (School of Cyber Security), Chengdu, China（电子科技大学计算机科学与工程学院（网络安全学院）） 纠错

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

AI总结 本文提出SSA框架，通过Matryoshka核和隐式神经表示实现光谱波段和融合尺度无关性，使单个模型能适应不同传感器和空间尺度，实现超光谱图像融合的高效泛化。

RAPNet: A Receptive-Field Adaptive Convolutional Neural Network for Pansharpening

Tao Tang, Chengxu Yang

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

Comments Accepted by the 6th International Conference on Artificial Intelligence and Electromechanical Automation (AIEA 2025). 5 pages, 6 figures

Learning to Pan-sharpening with Memories of Spatial Details

Maoxun Yuan, Tianyi Zhao, Bo Li, Xingxing Wei

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

Rethinking CNN-Based Pansharpening: Guided Colorization of Panchromatic Images via GANs

Furkan Ozcelik, Ugur Alganci, Elif Sertel, Gozde Unal

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

Comments F. Ozcelik, U. Alganci, E. Sertel, G. Unal, "Rethinking CNN-Based Pansharpening: Guided Colorization of Panchromatic Images via GANs", IEEE Transactions on Geoscience and Remote Sensing (TGRS), in press, 2020

CLIPPan: Adapting CLIP as A Supervisor for Unsupervised Pansharpening

Lihua Jian, Jiabo Liu, Shaowu Wu, Lihui Chen

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

Comments Accepted to AAAI 2026

THAT: Token-wise High-frequency Augmentation Transformer for Hyperspectral Pansharpening

Hongkun Jin, Hongcheng Jiang, Zejun Zhang, Yuan Zhang, Jia Fu, Tingfeng Li, Kai Luo

机构 * JPMorgan Chase（摩根大通公司） ； University of Missouri-Kansas City（密苏里大学-堪萨斯城分校） ； Ming Hsieh Department of Electrical and Computer Engineering（明希赫电气与计算机工程系） ； University of Southern California（南加州大学） ； Robinson Research Institute（罗宾逊研究学院） ； KTH Royal Institute of Technology（皇家理工学院） ； NEC Laboratories America（NEC美国实验室） ； University of Virginia（弗吉尼亚大学） 纠错

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

Comments Accepted to 2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

Zero-Shot Hyperspectral Pansharpening Using Hysteresis-Based Tuning for Spectral Quality Control

Giuseppe Guarino, Matteo Ciotola, Gemine Vivone, Giovanni Poggi, Giuseppe Scarpa

机构 * Department of Electrical Engineering and Information Technology, University Federico II（费米二世大学电气工程与信息科技系） ； National Research Council, Institute of Methodologies for Environmental Analysis（国家研究 council 环境分析方法研究所） ； Department of Engineering, University Parthenope（帕尔泰诺大学工程系） 纠错

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

Journal ref IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-19, 2025, Art no. 5541219

Progressive Alignment Degradation Learning for Pansharpening

Enzhe Zhao, Zhichang Guo, Yao Li, Fanghui Song, Boying Wu

机构 * Department of Computational Mathematics, School of Mathematics, Harbin Institute of Technology（计算数学系，数学学院，哈尔滨工业大学） 纠错

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

Comments 13 pages, 9 figures

Adaptive Rectangular Convolution for Remote Sensing Pansharpening

Xueyang Wang, Zhixin Zheng, Jiandong Shao, Yule Duan, Liang-Jian Deng

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

Comments 8 pages, 6 figures, Accepted by CVPR

Wavelet-Assisted Multi-Frequency Attention Network for Pansharpening

Jie Huang, Rui Huang, Jinghao Xu, Siran Pen, Yule Duan, Liangjian Deng

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

Comments 12 pages, 13 figures

ResPanDiff: Diffusion Model for Pansharpening by Inferring Residual Inference

Shiqi Cao, Liangjian Deng, Shangqi Deng

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

Hyperspectral Pansharpening: Critical Review, Tools and Future Perspectives

Matteo Ciotola, Giuseppe Guarino, Gemine Vivone, Giovanni Poggi, Jocelyn Chanussot, Antonio Plaza, Giuseppe Scarpa

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

U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening

Sungpyo Kim, Jeonghyeok Do, Jaehyup Lee, Munchurl Kim

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

Comments Please visit our project page at https://kaist-viclab.github.io/U-Know-DiffPAN-site/

Comprehensive Analysis and Improvements in Pansharpening Using Deep Learning

Mahek Kantharia, Neeraj Badal, Zankhana Shah

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

Variational Zero-shot Multispectral Pansharpening

Xiangyu Rui, Xiangyong Cao, Yining Li, Deyu Meng

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

Spectral Fidelity and Spatial Enhancement: An Assessment and Cascading of Pan-Sharpening Techniques for Satellite Imagery

Abdul Aziz A. B, A. B Abdul Rahim

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

Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening

Yule Duan, Xiao Wu, Haoyu Deng, Liang-Jian Deng

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

Comments Accepted by CVPR 2024

CMT: Cross Modulation Transformer with Hybrid Loss for Pansharpening

Wen-Jie Shu, Hong-Xia Dou, Rui Wen, Xiao Wu, Liang-Jian Deng

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

CrossDiff: Exploring Self-Supervised Representation of Pansharpening via Cross-Predictive Diffusion Model

Yinghui Xing, Litao Qu, Shizhou Zhang, Kai Zhang, Yanning Zhang

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

PanBench: Towards High-Resolution and High-Performance Pansharpening

Shiying Wang, Xuechao Zou, Kai Li, Junliang Xing, Pin Tao

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

Comments 10 pages, 5 figures

Unsupervised Hyperspectral Pansharpening via Low-rank Diffusion Model

Xiangyu Rui, Xiangyong Cao, Li Pang, Zeyu Zhu, Zongsheng Yue, Deyu Meng

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

Band-wise Hyperspectral Image Pansharpening using CNN Model Propagation

Giuseppe Guarino, Matteo Ciotola, Gemine Vivone, Giuseppe Scarpa

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

Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial Fidelity

Matteo Ciotola, Giovanni Poggi, Giuseppe Scarpa

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

Hyperspectral and Multispectral Image Fusion Using the Conditional Denoising Diffusion Probabilistic Model

Shuaikai Shi, Lijun Zhang, Jie Chen

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

SDRCNN: A single-scale dense residual connected convolutional neural network for pansharpening

Yuan Fang, Yuanzhi Cai, Lei Fan

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

Comments This paper has been accepted for publication in the IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Multimodal Fusion Transformer for Remote Sensing Image Classification

Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot

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

Comments Published in IEEE Transactions on Geoscience and Remote Sensing

PanFlowNet: A Flow-Based Deep Network for Pan-sharpening

Gang Yang, Xiangyong Cao, Wenzhe Xiao, Man Zhou, Aiping Liu, Xun chen, Deyu Meng

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

Local-Global Transformer Enhanced Unfolding Network for Pan-sharpening

Mingsong Li, Yikun Liu, Tao Xiao, Yuwen Huang, Gongping Yang

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

Comments Accepted by IJCAI2023