% % Two-Stream Translating LSTM Network for Mangroves Mapping Using Sentinel-2 Multivariate Time Series % % This demo shows the TSTLN model for mangrove mapping. % % main.py ....... A main script executing experiments upon mapping mangroves. % utils.py ....... A script implementing the precision calculation, claasificaiton map drawing, and etc. % predict.py ....... A script implementing test the precision of the model. % /Data ............... The folder including the code of data preprocessing. % /model ............... The folder containing the code of the TSTLN model. % % -------------------------------------- % Note: Required core python libraries % -------------------------------------- % 1. python 3.6 % 2. pytorch 1.8.0 % 3. torchvision 0.11.3 % -------------------------------------- % Cite: % -------------------------------------- % % [1] Z. Xue and S. Qian, "Two-Stream Translating LSTM Network for Mangroves Mapping Using Sentinel-2 Multivariate Time Series," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-16, 2023, Art no. 4401416, doi: 10.1109/TGRS.2023.3249179. % -------------------------------------- % Copyright & Disclaimer % -------------------------------------- % % The programs contained in this package are granted free of charge for % research and education purposes only. % % Copyright (c) 2023 by Zhaohui Xue & Siyu Qian % zhaohui.xue@hhu.edu.cn & qsy108@163.com % -------------------------------------- % For full package: % -------------------------------------- % https://sites.google.com/site/zhaohuixuers/
ZhaohuiXue/TSTLN
A DEMO for "Two-Stream Translating LSTM Network for Mangroves Mapping Using Sentinel-2 Multivariate Time Series" (Xue and Qian, TGRS, 2023)
Python