Transfer learning approach based on satellite image time series for the crop classification problem

Transfer learning approach based on satellite image time series for the crop classification problem

Abstract This paper presents a transfer learning approach to the crop classification problem based on time series of images from the Sentinel-2 dataset labeled for two regions: Brittany (France) and Vojvodina (Serbia). During preprocessing, cloudy images are removed from the input data, the time ser...

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Bibliographic Details
Main Authors: Ognjen Antonijević, Slobodan Jelić, Branislav Bajat, Milan Kilibarda
Format: Article
Language:English
Published: SpringerOpen 2023-04-01
Series:Journal of Big Data
Subjects:
Transfer learning
Remote sensing
Encoder–decoder architecture
Domain adaptation
Crop classification
Attention mechanism
Online Access:https://doi.org/10.1186/s40537-023-00735-2

Internet

https://doi.org/10.1186/s40537-023-00735-2

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