Optimizing crop type mapping for fairness

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Ilya Gorbunov, Caroline M. Gevaert, Mariana Belgiu

Published: 01 Jan 2025, Last Modified: 04 Nov 2025Int. J. Appl. Earth Obs. Geoinformation 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Introduces methods to address class and parcel size imbalances in crop type mapping.•Evaluates novel and established methods across diverse crop type mapping datasets.•Novel hybrid method outperforms others in resolving class imbalance.•Performance gap between small and large parcels persists despite mitigation strategies.