https://github.com/Lihy256/MSCDUnet

https://github.com/Lihy256/MSCDUnet

Last synced: 3 months ago
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• Host: GitHub
• URL: https://github.com/Lihy256/MSCDUnet
• Owner: Lihy256
• Created: 2022-06-04T12:50:39.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2023-11-02T08:02:45.000Z (about 1 year ago)
• Last Synced: 2024-07-22T23:49:08.103Z (4 months ago)
• Size: 15.6 KB
• Stars: 24
• Watchers: 3
• Forks: 0
• Open Issues: 5
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-remote-sensing-change-detection - **Multisource built-up change (MSBC) and multisource OSCD (MSOSCD) datasets**

README

        
# MSCDUnet: https://ieeexplore.ieee.org/document/9791854

We labeled the first change detection datasets containing VHR, multispectral (Sentinel-2) and SAR (Sentinel-1) all.

The download link is here:

Baidulink：https://pan.baidu.com/s/1-f6U8g0i0x8Tmw00Cvguzw 

code：xls8 

Google dirve link: https://drive.google.com/file/d/1iFp3jMFYwbk0iP4rN3hCIUwmnNxmDewz/view?usp=sharing

MSBC:

![image](https://user-images.githubusercontent.com/93966845/172432466-46d7be4b-321e-439b-8391-5815b08eb0c5.png)

MSOSCD:

![image](https://user-images.githubusercontent.com/93966845/172000053-c7b7d9a2-bdc5-4f77-8963-1dee9cee40a9.png)

**The structure of SAR and OPT our data are as follows:

SAR has 4 bands in all. The first 2 bands are VV, VH of time 1, and the later 2 bands are VV, VH of time 2.

OPT has 14 bands in all. The first 7 bands are B2,B3,B4,B8,B8A,B11,B12 of time 1, and the later 7 bands are B2,B3,B4,B8,B8A,B11,B12 of time 2.

**We will soon open our code and datasets with selected features

Paper citing: H. Li, F. Zhu, X. Zheng, M. Liu and G. Chen, "MSCDUNet: A Deep Learning Framework for Built-Up Area Change Detection Integrating Multispectral, SAR, and VHR Data," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 5163-5176, 2022, doi: 10.1109/JSTARS.2022.3181155.