Establishing an accurate objective evaluation metric of image sharpness is crucial for analysis, recognition and quality measurement. In this review, we highlight recent advances in no-reference assessment research, divide the reported algorithms into four groups (spatial domain-based methods, spectral learning-based methods combination methods) outline advantages disadvantages each method grou...