Navigating Bayesian Techniques, Markov Random Fields, and Gibbs Sampling — Introduction Detailed images are integral to many domains, including healthcare, legal analysis, and entertainment. Nonetheless, when these images are marred by blurriness or speckles, Bayesian Image Restoration emerges as a savior, employing robust instruments such as Markov Random Fields (MRFs) and Gibbs Sampling. …