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CONCLUSION main component analysis (PCA) and PLSR models according to complete spectra of HSI can achieve good discrimination outcomes for these five fungi on dishes. More over, NIR, MIR, and the E-nose had been shown to be efficient in monitoring fungal contamination on freeze-dried A. bisporus. However, NIR could be a more accurate strategy. © 2020 Society of Chemical business. © 2020 Society of Chemical Industr