Unsupervised Quaternion Model for Blind Colour Image Quality Assessment

•Quaternion representation shows advantage in colour image processing.•Some quality-aware features to reflect the naturalness, structural, and texture of a colour in the quaternion domain are extracted.•An unsupervised blind colour image quality assessment model is proposed.•The proposed model generates high prediction accuracy and high robustness in evaluation.