Improving field boundary delineation in ResUNets via adversarial deep learning

Maxwell Jong, Kaiyu Guan, Sibo Wang, Yizhi Huang, Bin Peng

Abstract: Highlights•A new approach to field boundary prediction from 30 m satellite data.•Adversarial setups significantly improve the quality of field boundary predictions.•Higher prediction quality reduces reliance on post-processing methods.•Low-data settings present challenges for transfer learning.