GAN-BiLSTM network for field-road classification on imbalanced GNSS recordings

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Weixin Zhai, Guozhao Mo, Yuzhen Xiao, Xiya Xiong, Caicong Wu, Xiaoqiang Zhang, Zhi Xu, Jiawen Pan

Published: 01 Jan 2024, Last Modified: 13 May 2025Comput. Electron. Agric. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Alleviating data imbalance in field-road classification via CTGAN.•Enhancing features through time window-based augmentation.•Field-road classification employing attention-based BiLSTM.•Outperforming previous field-road classification approaches in F1 and accuracy.