This document provides a comprehensive overview of the evolving field of sme detection. It explores the motivations behind sme recognition, encompassing both theoretical and practical aspects. The review delves into various techniques used for sme detection, encompassing from rule-based methods to deep learning. It also discusses the challenges fac