 The proposed method combines super pixel segmentation, topological graph construction, and GCN slash 3 DCNN models to identify materials from hyperspectral images under complex illumination conditions. The method achieves high accuracy and strong robustness for simulated and measured data. This article was authored by Nali, Qingninggong, Huijiazhao, and others.