Deep Learning Model Transfer in Forest Mapping using Multi-source Satellite SAR and Optical Images

no code implementations • 9 Aug 2023 • Shaojia Ge, Oleg Antropov, Tuomas Häme, Ronald E. McRoberts, Jukka Miettinen

We expect such forest-specific DL model transfer can be suitable also for other forest variables and other EO data sources that are sensitive to forest structure.

Domain Adaptation Earth Observation +1

A Novel Semisupervised Contrastive Regression Framework for Forest Inventory Mapping with Multisensor Satellite Data

no code implementations • 1 Dec 2022 • Shaojia Ge, Hong Gu, Weimin Su, Anne Lönnqvist, Oleg Antropov

To overcome those limitations, here we introduce contrastive regression into EO based forest mapping and develop a novel semisupervised regression framework for wall-to-wall mapping of continuous forest variables.

Earth Observation Management +1