Salt content in saline-alkali soil detection using visible-near infrared spectroscopy and a 2D deep learning

•A method to quickly detect the salt content in saline-alkali is developed.•The method is based on spectroscopy and deep learning.•A method of spectral dimension conversion is proposed.•Proposed a 2D deep neural network.