Concepedia

From local to global: A transfer learning-based approach for mapping poplar plantations at national scale using Sentinel-2

Yousra Hamrouni, Éric Paillassa, Veronique V. Cheret, Claude Monteil, David Sheeren

ISPRS Journal of Photogrammetry and Remote Sensing · 2020 · 55 citations · 71 references

Concepts

Natural ResourcesForestryGeoinformaticsGeographic Information SystemsRemote SensingSpatial AnalysisForest Change DetectionGeospatial Machine LearningLand Cover Change DetectionRemote Sensing Change DetectionRemote Sensing For Forest InventoryVegetation Change DetectionForest Cover Change MappingForest Inventory MappingInductive Transfer LearningLand Change DetectionTransfer Learning For Geospatial DataTransfer Learning For Geospatial ImageryTree Species Mapping

References

71

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

A Mathematical Theory of Communication

Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations

Engineering, Communication, Electrical Engineering +11

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

A sequential algorithm for training text classifiers

David Lewis, William A. Gale · arXiv (Cornell University) · 1994 · 1.8K citations · Full text

Computing, Computer Science, Information Retrieval +4