Near-infrared calibration transfer based on spectral regression

► A calibration transfer method based on spectral regression is proposed. ► Spectral regression reveals low dimensional structure in high dimensional spectroscopic data. ► A comparative study with piecewise direct standardization is presented. ► Spectral regression method exhibits excellent performance with enough transfer samples.