Hyperspectral image reconstruction by deep convolutional neural network for classification

Yunsong Li, Weiying Xie, Huaqing Li

Abstract: Highlights•The feature enhancement step is introduced in the proposed HRCNN model because that the HSI is contaminated with noise.•A new band selection method based on spatial features is proposed in this training model.•A new exploration to combine CNN with ELM for HSI classification under a small training set is achieved.