2 papers
cs.CV2026
A Hierarchical Self-Consistent Regularization Approach to Satellite Image Time Series Classification
Giulio Weikmann, Gianmarco Perantoni, Lorenzo Bruzzone
Deep learning has become increasingly important in remote sensing image classification due to its ability to extract semantic information from complex data. Classification tasks of…
cs.CV2025
Bayesian Modelling of Multi-Year Crop Type Classification Using Deep Neural Networks and Hidden Markov Models
Gianmarco Perantoni, Giulio Weikmann, Lorenzo Bruzzone
The temporal consistency of yearly land-cover maps is of great importance to model the evolution and change of the land cover over the years. In this paper, we focus the attention…