This document provides a in-depth overview of the evolving field of sme detection. It explores the reasons behind sme detection, encompassing both theoretical and practical dimensions. The review delves into various approaches used for sme detection, ranging from machine learning-based methods to deep learning. It also discusses the obstacles faced