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Exploring Interpretability in Deep Learning-Based Forest Classification - Separating Similar Forest Classes using Sentinel-2 Time Series

arXiv cs.LG ↗ · 2026-10-15 Cached

该论文评估了基于循环神经网络(RNN)的Sentinel-2时间序列树种分类方法,并使用积分梯度(Integrated Gradients)进行可解释性分析,重点研究了纯林与混交林挪威云杉像元的区分,最佳RNN模型Macro-F1达0.851,优于XGBoost和随机森林。

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