An unsupervised crop classification method based on principal components isometric binning

Z Ma, Z Liu, Y Zhao, L Zhang, D Liu, T Ren… - … International Journal of …, 2020 - mdpi.com
The accurate and timely access to the spatial distribution information of crops is of great
importance for agricultural production management. Although widely used, supervised …

Suitability of the MODIS-NDVI Time-Series for a Posteriori Evaluation of the Citrus Tristeza Virus Epidemic

D Vanella, S Consoli, JM Ramírez-Cuesta, M Tessitori - Remote Sensing, 2020 - mdpi.com
The technological advances of remote sensing (RS) have allowed its use in a number of
fields of application including plant disease depiction. In this study, an RS approach based …

3D-CTM: Unsupervised Crop Type Mapping Based on 3D Convolutional Autoencoder and Satellite Image Time Series

K Singh, R Ranjan, S Ghildiyal… - IEEE Geoscience and …, 2024 - ieeexplore.ieee.org
Accurate and timely mapping of different crop types holds significant importance for food
security and crop management at regional and global levels. This letter proposes a novel 3 …