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遥感图像时空融合方法汇总

本项目已经包含以传统方法以及验证指标:RMSE,SSIM,UIQI,CC,SAM,ERGAS

DataSetsTools放了一些常用的CIA和LGC数据集的处理代码

自己整理的一些关于遥感图像时空融合的相关知识:[遥感图像时空融合看板](https://www.yuque.com/basailuonadeyuhui/lczi48/ur61mu8fgbmum727?singleDoc# 《遥感图像 时空融合知识库 看板》)

全部传统方法请参考这个仓库:Free-shared-Spatiotemporal-method-of-remote-sensing

传统方法

STARFM

endu111/remote-sensing-images-fusion: remote sensing images fusion,a topic similar to super resolution (github.com)

文献阅读:STARFM - 知乎 (zhihu.com)

STARFM(Python版)_starfm库-CSDN博客

ESTARFM/FSDAF

遥感 如何获取时空融合-starfm\estarfm\fsdaf 算法的python代码(自带测试数据)_estarfm融合-CSDN博客

FSDAF效果始终不如STARFM的原因和解决办法(在LGC和CIA数据集上) - 知乎 (zhihu.com)

Fit-FC

HoucaiGuo/Fit-FC-Python: Python implementation of the Fit-FC algorithm for spatiotemporal fusion of remote sensing images. (github.com)

深度学习的方法

STFCNN

论文:Spatiotemporal Satellite Image Fusion Using Deep Convolutional Neural Networks

代码:setneicum/stfcnn

GANSTFM

论文:A Flexible Reference-Insensitive Spatiotemporal Fusion Model for Remote Sensing Images Using Conditional Generative Adversarial Network | IEEE Journals & Magazine | IEEE Xplore

代码:theonegis/ganstfm: A Flexible Spatiotemporal Fusion Model for Remote Sensing Images With Conditional Generative Adversarial Network (github.com)

MSNet【未找到】

论文:Remote Sensing | Free Full-Text | MSNet: A Multi-Stream Fusion Network for Remote Sensing Spatiotemporal Fusion Based on Transformer and Convolution (mdpi.com)

SwinSTFM

论文:SwinSTFM: Remote Sensing Spatiotemporal Fusion Using Swin Transformer | IEEE Journals & Magazine | IEEE Xplore

代码:LouisChen0104/swinstfm: Code of SwinSTFM: Remote Sensing Spatiotemporal Fusion using Swin Transformer (github.com)

CycleGAN-STF 【未找到】

论文:CycleGAN-STF: Spatiotemporal Fusion via CycleGAN-Based Image Generation | IEEE Journals & Magazine | IEEE Xplore

StfNet【未找到】

论文:StfNet: A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion | IEEE Journals & Magazine | IEEE Xplore

EDCSTFN

论文:Remote Sensing | Free Full-Text | An Enhanced Deep Convolutional Model for Spatiotemporal Image Fusion (mdpi.com)

代码:theonegis/edcstfn: An Enhanced Deep Convolutional Model for Spatiotemporal Image Fusion (github.com)

MLFF-GAN

论文:MLFF-GAN: A Multilevel Feature Fusion With GAN for Spatiotemporal Remote Sensing Images | IEEE Journals & Magazine | IEEE Xplore

代码:songbingze/MLFF-GAN (github.com)

ECPW-STFN

论文:Enhanced wavelet based spatiotemporal fusion networks using cross-paired remote sensing images - ScienceDirect

代码:lixinghua5540/ECPW-STFN: Enhanced wavelet based spatiotemporal fusion networks using cross-paired remote sensing images, 2024

STFDiff

论文:STFDiff: Remote sensing image spatiotemporal fusion with diffusion models - ScienceDirect

代码:prowDIY/STF

注:模型路径在src.model.stfdiff.model6_GN_SiLU

STM-STFNet

论文:[A Dual-Perspective Spatiotemporal Fusion Model for Remote Sensing Images by Discriminative Learning of the Spatial and Temporal Mapping]

代码:zhonhua/STM-STFNet

联系我

如果有代码贡献欢迎联系我。

声明

本仓库仅供学习交流使用,请勿用于非法用途,如有侵权请联系我。

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