利用提升树模型综合Gabor和LPQ特征进行遥感地物识别

姜亚楠,张春雷,张欣,徐权威,张舒涛,周锐

Boosting Tree Model with Gabor and LPQ Feature Fusion of HSI Ground Object Recognition

Yanan Jiang,Chunlei Zhang,Xin Zhang,Quanwei Xu,Shutao Zhang,Rui Zhou

表3 Indian Pines数据集不同算法性能比较（%） (%)

Table 3 Performance comparison of different algorithms in Indian Pines dataset

分类器 Indian Pines PCA8 多尺度Gabor 多尺度LPQ Ms_GLPQ SVM 54.36 73.69 62.23 63.28 Bayes 51.85 61.30 69.29 69.36 BP 57.34 80.52 71.43 71.30 DT 56.52 69.89 65.16 66.90 RF 66.46 82.03 82.41 83.48 XGBoost 64.57 78.55 80.31 80.66 LightGBM 64.42 79.28 81.28 81.85 CatBoost 67.36 83.80 85.58 85.88