Over the years, Adeshina has been quite active in researching and applying High-Performance Computing to the development of software solutions in medical and paramedical domains, including researching best approaches to reducing algorithmic complexities and also improving intelligence capabilities in some of the algorithms in healthcare, more specifically in the Brain /MRI analysis. Recently, he has been adapting artificial intelligence algorithms to solving some of the challenges in disease diagnosis, therapy management and treatments. Some of his findings are usually being presented in international conferences and his contributions are frequently being acknowledged in various capacities, published in reputable international journals and included in most of the notable databases including ISI, SCOPUS and PUBMED/MEDLINE.