Relationship between entropy and SNR changes in image enhancement

Abstract

Abstract There are many techniques of image enhancement. Their parameters are traditionally tuned by maximization of SNR criterion, which is unfortunately based on the knowledge of an ideal image. Our approach is based on Hartley entropy, its estimation, and differentiation. Resulting gradient of entropy is estimated without knowledge of ideal images, and it is a subject of minimization. Both SNR maximization and gradient magnitude minimization cause various settings of the given filter. The optimum settings are compared, and their differences are discussed.

Keywords

• Entropy
• Signal-to-noise ratio
• Robust signal-to-noise ratio
• Filter design optimization