Hyperspectral infrared images and PCA-PP techniques for fraud detection. ROI selection and PCA histograms improved spectral quality and discrimination. PP showed better discrimination results of black pen inks than PCA. PCA and PP combined with HIS-NIR and HIS-MIR solved 90% blind samples. Methodology developed was effective for detection of fraudulent documents.